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class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├───────────────┼───────┼─────────┼──────────┤\n│ TrainingPhase │   6.0 │ 0.83481 │  0.75419 │\n└───────────────┴───────┴─────────┴──────────┘\nEpoch 6 ValidationPhase() ...\n┌─────────────────┬───────┬─────────┬──────────┐\n│<span class=\"sgr1\">           Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├─────────────────┼───────┼─────────┼──────────┤\n│ ValidationPhase │   6.0 │ 0.79026 │  0.73604 │\n└─────────────────┴───────┴─────────┴──────────┘\nEpoch 7 TrainingPhase() ...\n┌───────────────┬───────┬────────┬──────────┐\n│<span class=\"sgr1\">         Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">   Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├───────────────┼───────┼────────┼──────────┤\n│ TrainingPhase │   7.0 │ 0.7636 │  0.77762 │\n└───────────────┴───────┴────────┴──────────┘\nEpoch 7 ValidationPhase() ...\n┌─────────────────┬───────┬─────────┬──────────┐\n│<span class=\"sgr1\">           Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├─────────────────┼───────┼─────────┼──────────┤\n│ ValidationPhase │   7.0 │ 0.72974 │  0.75869 │\n└─────────────────┴───────┴─────────┴──────────┘\nEpoch 8 TrainingPhase() ...\n┌───────────────┬───────┬─────────┬──────────┐\n│<span class=\"sgr1\">         Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├───────────────┼───────┼─────────┼──────────┤\n│ TrainingPhase │   8.0 │ 0.70309 │  0.79626 │\n└───────────────┴───────┴─────────┴──────────┘\nEpoch 8 ValidationPhase() ...\n┌─────────────────┬───────┬────────┬──────────┐\n│<span class=\"sgr1\">           Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">   Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├─────────────────┼───────┼────────┼──────────┤\n│ ValidationPhase │   8.0 │ 0.6784 │  0.77363 │\n└─────────────────┴───────┴────────┴──────────┘\nEpoch 9 TrainingPhase() ...\n┌───────────────┬───────┬─────────┬──────────┐\n│<span class=\"sgr1\">         Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├───────────────┼───────┼─────────┼──────────┤\n│ TrainingPhase │   9.0 │ 0.65131 │  0.81166 │\n└───────────────┴───────┴─────────┴──────────┘\nEpoch 9 ValidationPhase() ...\n┌─────────────────┬───────┬─────────┬──────────┐\n│<span class=\"sgr1\">           Phase </span>│<span class=\"sgr1\"> Epoch </span>│<span class=\"sgr1\">    Loss </span>│<span class=\"sgr1\"> Accuracy </span>│\n├─────────────────┼───────┼─────────┼──────────┤\n│ ValidationPhase │   9.0 │ 0.63317 │  0.79014 │\n└─────────────────┴───────┴─────────┴──────────┘\nEpoch 10 TrainingPhase() 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This gives us:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"event\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"StepEnd\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"printer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"println\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Hello, World!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"We can now pass an instance of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" when creating a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" and the message will be printed at the end of every step.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"State\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"As seen above, the callback handler \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\" receives as the last argument a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" instance, allowing the callback to access and modify state. If we wanted to print the last step's loss instead of a generic message, we could update our definition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\":\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"event\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"EpochEnd\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"printer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"println\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Step loss:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"(see \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Learner\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"}],\"type\":\"node\"},\" for in-depth documentation of the \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\"'s state)\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"The ability to modify any state is very powerful, but it can quickly become problematic when it is unclear which callbacks modify what state and what the correct order should be. Because of that, \",{\"attributes\":{},\"tag\":\"em\",\"children\":[\"FluxTraining.jl\"],\"type\":\"node\"},\" prevents callbacks from reading and modifying state by default. If we tried to use the above redefinition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\", we would get the following error:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ProtectedException\"},\"tag\":\"reference\",\"children\":[\"ProtectedException\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Read access to Learner.step.loss disallowed.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"To fix that error, we need to implement \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"},\", a function that specifies what state a callback is allowed to read and write. In our case, we want to read the loss of the current step:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Read\"},\"tag\":\"reference\",\"children\":[\"Read\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"(see \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"},\" for more information on how to implement it)\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"After that definition, the above code will run fine. This might seem bothersome, but this extra information makes it possible to analyze state dependencies before any code is run and saves you from running into nasty, hard-to-find bugs that can occur when using many callbacks together.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"Dependencies\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Let's improve our callback a bit by adding the current step number to the printed message, so it will look like this: \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"\\\"Step 14 loss: 0.0032\\\"\"],\"type\":\"node\"},\". For that we need to know what the current number of steps is. One way to go about this is to add a field to \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" that starts at \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"0\"],\"type\":\"node\"},\" and is incremented every step. Luckily, there already is a callback that tracks this kind of statistics, the \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Recorder\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"}],\"type\":\"node\"},\". It uses a special piece of state, \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.cbstate\"],\"type\":\"node\"},\", to store a \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.History\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"History\"],\"type\":\"node\"}],\"type\":\"node\"},\" with this information.\"],\"type\":\"node\"},{\"attributes\":{\"class\":\"info\"},\"tag\":\"admonition\",\"children\":[{\"attributes\":{},\"tag\":\"admonitiontitle\",\"children\":[\"Callback state\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"admonitionbody\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.cbstate\"],\"type\":\"node\"},\" is an object where callbacks can store state that they want to make available to other callbacks. Like any other piece of state, the callback writing to it needs to add a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Write()\"],\"type\":\"node\"},\" permission to it using \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"},\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"What makes \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"cbstate\"],\"type\":\"node\"},\" special is that when creating the callback graph, it is checked that every entry in \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"cbstate\"],\"type\":\"node\"},\" that is accessed is being created first.\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"The update to the event handler looks like this:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[\"function FluxTraining.on(\\n        event::EpochEnd,\\n        phase::Phase,\\n        printer::Printer,\\n        learner)\\n    step = learner.cbstate.history[phase].stepsepoch  # steps completed in current epoch\\n    println(\\\"Step \\\", , \\\" loss:\\\", learner.step.loss)\\nend\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"We also need to update the definition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"},\" now:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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And that's it, pass \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" to a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" and test it out! The upside of jumping through some additional hoops is that using the callback in the wrong context will always result in an error, so the user can have peace of mind.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h2\",\"children\":[\"Conflict resolution\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"When creating a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\", a dependency graph is created. The graph is then analyzed to find possible conflicts (for example, when two callbacks update the same state). Conflicts are detected automatically and will result in an error. 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For example, \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"},\" needs to run after all metrics:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.runafter\"},\"tag\":\"reference\",\"children\":[\"runafter\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Recorder\"},\"tag\":\"reference\",\"children\":[\"Recorder\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractMetric\"},\"tag\":\"reference\",\"children\":[\"AbstractMetric\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},\" provides more granular control to handle a possible conflict between two callbacks. It takes two callbacks and defines how to resolve a conflict:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# the default, errors with a helpful message\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"NotImplemented\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"    \\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# two callbacks can never be used together:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Unresolvable\"},\"tag\":\"reference\",\"children\":[\"Unresolvable\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"      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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NoConflict\"},\"tag\":\"reference\",\"children\":[\"NoConflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# there is no conflict, any run order is 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.RunFirst\"},\"tag\":\"reference\",\"children\":[\"RunFirst\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# `cb1` must run before `cb2`.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                                                  \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# Equivalent to `runafter(::C2) = 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+	<script type="application/json" data-sveltekit-fetched data-url="/FluxTraining.jl/data/FluxTraining@dev/doc/docs/callbacks/custom.md.json">{"status":200,"statusText":"","headers":{},"body":"{\"attributes\":{\"backlinks\":[{\"tag\":\"document\",\"title\":\"Getting started\",\"docid\":\"FluxTraining@dev/doc/docs/overview.md\"},{\"tag\":\"document\",\"title\":\"Hyperparameter scheduling\",\"docid\":\"FluxTraining@dev/doc/docs/tutorials/hyperparameters.md\"},{\"tag\":\"document\",\"title\":\"Callback reference\",\"docid\":\"FluxTraining@dev/doc/docs/callbacks/reference.md\"},{\"tag\":\"document\",\"title\":\"How to use callbacks\",\"docid\":\"FluxTraining@dev/doc/docs/callbacks/usage.md\"}],\"path\":\"/home/runner/.julia/packages/FluxTraining/imTF4/docs/callbacks/custom.md\",\"title\":\"Custom callbacks\"},\"tag\":\"document\",\"children\":[{\"attributes\":{},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"h1\",\"children\":[\"Custom callbacks\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"FluxTraining.jl\"],\"type\":\"node\"},\"'s callback system is built around multiple dispatch, so you specify which part of the training you want to \\\"hook into\\\" by dispatching on \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},\"s and \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Event\"],\"type\":\"node\"},\"s. See \",{\"attributes\":{\"href\":\"/doc/docs/tutorials/training.md\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/doc/docs/tutorials/training.md\"},\"tag\":\"reference\",\"children\":[\"Training loop\"],\"type\":\"node\"},\" and \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Events\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Events\"],\"type\":\"node\"}],\"type\":\"node\"},\" as a reference to phases and events.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h2\",\"children\":[\"A guided example\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"There are 4 things you need to do to implement a custom callback:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"ol\",\"children\":[{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Create a callback \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"struct\"],\"type\":\"node\"},\" that subtypes \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Callback\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Callback\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Write event handlers with \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Define what state the callback accesses by implementing \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"(Optionally) define dependencies on other callbacks with \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.runafter\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runafter\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Let's go through them one at a time by implementing a simple callback that prints something after every batch.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"Callback \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"struct\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"A callback definition has to subtype the abstract \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Callback\"],\"type\":\"node\"},\" type. 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Event handlers can be defined by adding a method to \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"FluxTraining.on\"],\"type\":\"node\"},\". It takes as arguments an \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Event\"],\"type\":\"node\"}],\"type\":\"node\"},\", a \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},\", the callback and the learner:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on(event::Event, phase::Phase, callback::Callback, learner)\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"The \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"event\"],\"type\":\"node\"},\", \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"phase\"],\"type\":\"node\"},\" and \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"callback\"],\"type\":\"node\"},\" are used to dispatch.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"In this case, we want to run code at the end of a step, so the event we need to dispatch on is \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"StepEnd\"],\"type\":\"node\"}],\"type\":\"node\"},\". We want it to run in any phase, so we use the abstract type \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Phase\"],\"type\":\"node\"},\". The third argument type is the callback we want to add an event handler to. This gives us:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"event\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"StepEnd\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"printer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"println\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Hello, World!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"We can now pass an instance of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" when creating a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" and the message will be printed at the end of every step.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"State\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"As seen above, the callback handler \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\" receives as the last argument a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" instance, allowing the callback to access and modify state. If we wanted to print the last step's loss instead of a generic message, we could update our definition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\":\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"event\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"EpochEnd\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Phase\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"printer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"println\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Step loss:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"(see \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Learner\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"}],\"type\":\"node\"},\" for in-depth documentation of the \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\"'s state)\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"The ability to modify any state is very powerful, but it can quickly become problematic when it is unclear which callbacks modify what state and what the correct order should be. Because of that, \",{\"attributes\":{},\"tag\":\"em\",\"children\":[\"FluxTraining.jl\"],\"type\":\"node\"},\" prevents callbacks from reading and modifying state by default. If we tried to use the above redefinition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"on\"],\"type\":\"node\"},\", we would get the following error:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ProtectedException\"},\"tag\":\"reference\",\"children\":[\"ProtectedException\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Read access to Learner.step.loss disallowed.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"To fix that error, we need to implement \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"},\", a function that specifies what state a callback is allowed to read and write. In our case, we want to read the loss of the current step:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Read\"},\"tag\":\"reference\",\"children\":[\"Read\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"(see \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"},\" for more information on how to implement it)\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"After that definition, the above code will run fine. This might seem bothersome, but this extra information makes it possible to analyze state dependencies before any code is run and saves you from running into nasty, hard-to-find bugs that can occur when using many callbacks together.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"Dependencies\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Let's improve our callback a bit by adding the current step number to the printed message, so it will look like this: \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"\\\"Step 14 loss: 0.0032\\\"\"],\"type\":\"node\"},\". For that we need to know what the current number of steps is. One way to go about this is to add a field to \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" that starts at \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"0\"],\"type\":\"node\"},\" and is incremented every step. Luckily, there already is a callback that tracks this kind of statistics, the \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Recorder\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"}],\"type\":\"node\"},\". It uses a special piece of state, \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.cbstate\"],\"type\":\"node\"},\", to store a \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.History\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"History\"],\"type\":\"node\"}],\"type\":\"node\"},\" with this information.\"],\"type\":\"node\"},{\"attributes\":{\"class\":\"info\"},\"tag\":\"admonition\",\"children\":[{\"attributes\":{},\"tag\":\"admonitiontitle\",\"children\":[\"Callback state\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"admonitionbody\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.cbstate\"],\"type\":\"node\"},\" is an object where callbacks can store state that they want to make available to other callbacks. Like any other piece of state, the callback writing to it needs to add a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Write()\"],\"type\":\"node\"},\" permission to it using \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"},\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"What makes \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"cbstate\"],\"type\":\"node\"},\" special is that when creating the callback graph, it is checked that every entry in \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"cbstate\"],\"type\":\"node\"},\" that is accessed is being created first.\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"The update to the event handler looks like this:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[\"function FluxTraining.on(\\n        event::EpochEnd,\\n        phase::Phase,\\n        printer::Printer,\\n        learner)\\n    step = learner.cbstate.history[phase].stepsepoch  # steps completed in current epoch\\n    println(\\\"Step \\\", , \\\" loss:\\\", learner.step.loss)\\nend\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"We also need to update the definition of \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"stateaccess\"],\"type\":\"node\"},\" now:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.stateaccess\"},\"tag\":\"reference\",\"children\":[\"stateaccess\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Printer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Read\"},\"tag\":\"reference\",\"children\":[\"Read\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cbstate\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"history\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Read\"},\"tag\":\"reference\",\"children\":[\"Read\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Since \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" depends on \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"},\" now, an error will be thrown if you try to use \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" without \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"},\". And that's it, pass \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Printer\"],\"type\":\"node\"},\" to a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" and test it out! The upside of jumping through some additional hoops is that using the callback in the wrong context will always result in an error, so the user can have peace of mind.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h2\",\"children\":[\"Conflict resolution\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"When creating a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\", a dependency graph is created. The graph is then analyzed to find possible conflicts (for example, when two callbacks update the same state). Conflicts are detected automatically and will result in an error. Conflicts happen when the same state is being modified by multiple callbacks and it is unclear which order of running them (if any) is valid.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h3\",\"children\":[\"Resolving conflicts\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"There are two methods for resolving conflicts, \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runafter\"],\"type\":\"node\"},\" and \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},\". \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runafter\"],\"type\":\"node\"},\" allows you to define list of callbacks that should run before the callback. For example, \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Recorder\"],\"type\":\"node\"},\" needs to run after all metrics:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"FluxTraining\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.runafter\"},\"tag\":\"reference\",\"children\":[\"runafter\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Recorder\"},\"tag\":\"reference\",\"children\":[\"Recorder\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"tuple\",\"children\":[{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractMetric\"},\"tag\":\"reference\",\"children\":[\"AbstractMetric\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},\" provides more granular control to handle a possible conflict between two callbacks. It takes two callbacks and defines how to resolve a conflict:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# the default, errors with a helpful message\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"NotImplemented\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"    \\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# two callbacks can never be used together:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Unresolvable\"},\"tag\":\"reference\",\"children\":[\"Unresolvable\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"      \\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NoConflict\"},\"tag\":\"reference\",\"children\":[\"NoConflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# there is no conflict, any run order is fine\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb2\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"C2\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.RunFirst\"},\"tag\":\"reference\",\"children\":[\"RunFirst\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# `cb1` must run before `cb2`.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                                                  \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# Equivalent to `runafter(::C2) = 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This behavior can be overwritten with custom callback executors, for example to create a \",{\"attributes\":{},\"tag\":\"em\",\"children\":[\"Dagger.jl\"],\"type\":\"node\"},\" node from the graph to allow callbacks to safely run in parallel where valid.\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}"}</script></div>
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+++ b/dev/FluxTraining@dev/doc/docs/callbacks/reference.md.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-3707c01a.js">
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@@ -101,7 +101,7 @@
 
 
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-05f1iu9x" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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-		<select value="" id="NativeSelect-9ra020eo" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
+		<select value="" id="NativeSelect-gqd4qeza" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
 		<option value="pr-138"  >Pull request 138
 			</option><option value="pr-140"  >Pull request 140
 			</option><option value="dev" disabled >Latest (in development)
@@ -356,8 +356,8 @@ <h1>
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 			Any</span><span class=")">
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 			)</span></span></span></code></pre></div><div class="coderesult" style="">
-			<!-- HTML_TAG_START --># 4 methods for generic function <b>on</b>:<ul><li> on(::<b>FluxTraining.Events.EpochBegin</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl:31</a></li> <li> on(::<b>FluxTraining.Events.EpochEnd</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl:43</a></li> <li> on(::<b>FluxTraining.Events.StepEnd</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/recorder.jl:36</a></li> <li> on(::<b>FluxTraining.Events.Event</b>, phase, ::<b>FluxTraining.SafeCallback</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/callback.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/xCOPx/src/callbacks/callback.jl:247</a></li> </ul><!-- HTML_TAG_END --></div></div><h2>
+			<!-- HTML_TAG_START --># 4 methods for generic function <b>on</b>:<ul><li> on(::<b>FluxTraining.Events.EpochEnd</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl:43</a></li> <li> on(::<b>FluxTraining.Events.EpochBegin</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl:31</a></li> <li> on(::<b>FluxTraining.Events.StepEnd</b>, phase::<b>FluxTraining.Phases.Phase</b>, recorder::<b>Recorder</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/recorder.jl:36</a></li> <li> on(::<b>FluxTraining.Events.Event</b>, phase, ::<b>FluxTraining.SafeCallback</b>, learner) in FluxTraining at <a href="file:///home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/callback.jl" target="_blank">/home/runner/.julia/packages/FluxTraining/imTF4/src/callbacks/callback.jl:247</a></li> </ul><!-- HTML_TAG_END --></div></div><h2>
 			Visualize the callback dependency graph</h2><p>
 			You can use <span class="linkexternal"><a rel="external" href="https://juliagraphs.github.io/GraphPlot.jl/" class="svelte-1jfpqr">
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 		<option value="pr-138"  >Pull request 138
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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"schedule\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"For convenience, you can also use the \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.onecycle\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"onecycle\"],\"type\":\"node\"}],\"type\":\"node\"},\" helper to create this \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Schedule\"],\"type\":\"node\"},\". 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See \",{\"attributes\":{\"href\":\"../callbacks/custom.md\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/doc/docs/callbacks/custom.md\"},\"tag\":\"reference\",\"children\":[\"custom callbacks\"],\"type\":\"node\"},\" for more info on why this is needed.\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"class\":\"info\"},\"tag\":\"admonition\",\"children\":[{\"attributes\":{},\"tag\":\"admonitiontitle\",\"children\":[\"Kinds of hyperparameters\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"admonitionbody\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Hyperparameters don't need to belong to the optimizer! For example, you could create a hyperparameter for batch size. That is not implemented here because this package is agnostic of the data iterators and the implementation would differ for every type of iterator.\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}"}</script></div>
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The cyclical learning rate schedule introduced in \",{\"attributes\":{\"href\":\"https://arxiv.org/abs/1506.01186\",\"title\":\"\"},\"tag\":\"a\",\"children\":[\"L. Smith 2015\"],\"type\":\"node\"},\", for example, changes the learning rate every step to speed up convergence.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[{\"attributes\":{},\"tag\":\"em\",\"children\":[\"FluxTraining.jl\"],\"type\":\"node\"},\" provides an extensible interface for hyperparameter scheduling that is not restricted to optimizer hyperparameters as in many other training frameworks. 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"optimizer\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"coderesult\",\"children\":[{\"attributes\":{},\"tag\":\"codeblock\",\"children\":[{\"mimes\":{\"text/html\":\"Learner()\"},\"type\":\"leaf\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"id\":null},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"h2\",\"children\":[\"Training\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"id\":null},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"With a \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" in place, training is as simple as calling 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"testiter\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"codeoutput\",\"children\":[{\"attributes\":{},\"tag\":\"codeblock\",\"children\":[{\"mimes\":{\"text/html\":\"Epoch 1 TrainingPhase() ...\\n┌───────────────┬───────┬─────────┬──────────┐\\n│\u003Cspan class=\\\"sgr1\\\">         Phase \u003C/span>│\u003Cspan class=\\\"sgr1\\\"> Epoch \u003C/span>│\u003Cspan class=\\\"sgr1\\\">    Loss \u003C/span>│\u003Cspan class=\\\"sgr1\\\"> Accuracy \u003C/span>│\\n├───────────────┼───────┼─────────┼──────────┤\\n│ TrainingPhase │   1.0 │ 1.92511 │  0.30643 │\\n└───────────────┴───────┴─────────┴──────────┘\\nEpoch 1 ValidationPhase() 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"grads\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"To make a training step work with FluxTraining.jl and its callbacks, we need to\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"ul\",\"children\":[{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"store data for a step so that callbacks can access it (e.g. 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implement a method for \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.step!\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"FluxTraining.step!\"],\"type\":\"node\"}],\"type\":\"node\"},\" that dispatches on the phase type. \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Phase\"],\"type\":\"node\"},\"s are used to define different training behaviors using the same API and to define callback functionality that is only run during certain phases. For example, \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Scheduler\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Scheduler\"],\"type\":\"node\"}],\"type\":\"node\"},\" only runs during \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"AbstractTrainingPhase\"],\"type\":\"node\"}],\"type\":\"node\"},\"s but not during \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Phases.ValidationPhase\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"ValidationPhase\"],\"type\":\"node\"}],\"type\":\"node\"},\". Let's implement such a phase and method, moving the arguments inside a \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Learner\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"}],\"type\":\"node\"},\" in the process.\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[\"struct MyTrainingPhase \u003C: FluxTraining.AbstractTrainingPhase\\n\\nfunction FluxTraining.step!(learner, phase::MyTrainingPhase, batch)\\n    xs, ys = batch\\n    grads = gradient(learner.params) do\\n        ŷs = learner.model(xs)\\n        loss = learner.lossfn(ŷs, ys)\\n        return loss\\n    end\\n    update!(learner.optimizer, learner.params, grads)\\nend\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Now we can already train a model using this implementation, for example using \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.epoch!\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"epoch!\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"code\",\"children\":[\"(learner, MyTrainingPhase(), dataiter)\"],\"type\":\"node\"},\". However, no callbacks would be called, since we haven't yet put in any logic that dispatches events or stores the step state. We can do both by using the helper function \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.runstep\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runstep\"],\"type\":\"node\"}],\"type\":\"node\"},\" which takes care of runnning our step logic, dispatching a \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"StepBegin\"],\"type\":\"node\"}],\"type\":\"node\"},\" and \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"StepEnd\"],\"type\":\"node\"}],\"type\":\"node\"},\" event before and after and handling control flow exceptions like \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelStepException\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"CancelStepException\"],\"type\":\"node\"}],\"type\":\"node\"},\". 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\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Now callbacks like \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Metrics\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Metrics\"],\"type\":\"node\"}],\"type\":\"node\"},\" can access variables like \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"ys\"],\"type\":\"node\"},\" through \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.step\"],\"type\":\"node\"},\" (which is set to the last \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"state\"],\"type\":\"node\"},\"). Finally, we can use \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"handle\"],\"type\":\"node\"},\" to dispatch additional events:\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"using\",\"children\":[{\"attributes\":{},\"tag\":\":\",\"children\":[{\"attributes\":{},\"tag\":\"using\",\"children\":[\"using\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"in\",\"children\":[\"in\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"dataiter\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.step!\"},\"tag\":\"reference\",\"children\":[\"step!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"batch\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Here, \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.runepoch\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runepoch\"],\"type\":\"node\"}],\"type\":\"node\"},\", similarly to \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"runstep\"],\"type\":\"node\"},\", takes care of epoch start/stop events and control flow. If you want more control over your training loop, you can use it to write training loops that directly use \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"step!\"],\"type\":\"node\"},\":\"],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"MyTrainingPhase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"do\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"withepoch\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"for\",\"children\":[{\"attributes\":{},\"tag\":\"for\",\"children\":[\"for\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"batch\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"in\",\"children\":[\"in\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"dataiter\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"step\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"loss\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C\",\"children\":[\"\u003C\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Float\",\"children\":[\"0.1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"throw\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelFittingException\"},\"tag\":\"reference\",\"children\":[\"CancelFittingException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Low loss reached.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\",\"children\":[\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"h2\",\"children\":[\"Tips\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Here are some additional tips for making it easier to implement complicated training loops.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"ul\",\"children\":[{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"You can pass (named) tuples of models to the \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Learner\"],\"type\":\"node\"},\" constructor. For example, for generative adversarial training, you can pass in \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"(generator = ..., critic = ...)\"],\"type\":\"node\"},\" and then refer to them inside the \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"step!\"],\"type\":\"node\"},\" implementation, e.g. using \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.model.generator\"],\"type\":\"node\"},\". The models' parameters will have the same structure, i.e. \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"learner.params.generator\"],\"type\":\"node\"},\" corresponds to \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"params(learner.model.generator)\"],\"type\":\"node\"},\".\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"You can store any data you want in \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"state\"],\"type\":\"node\"},\".\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"li\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"When defining a custom phase, instead of subtyping \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Phase\"],\"type\":\"node\"},\" you can subtype \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"AbstractTrainingPhase\"],\"type\":\"node\"}],\"type\":\"node\"},\" or \",{\"attributes\":{\"href\":\"#\",\"title\":\"\"},\"tag\":\"a\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"AbstractValidationPhase\"],\"type\":\"node\"}],\"type\":\"node\"},\" so that some context-specific callbacks will work out of the box with your phase type. For example, \",{\"attributes\":{\"reftype\":\"symbol\",\"href\":\"#\",\"title\":\"\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Scheduler\"},\"tag\":\"reference\",\"children\":[{\"attributes\":{},\"tag\":\"code\",\"children\":[\"Scheduler\"],\"type\":\"node\"}],\"type\":\"node\"},\" sets hyperparameter values only during \",{\"attributes\":{},\"tag\":\"code\",\"children\":[\"AbstractTrainingPhase\"],\"type\":\"node\"},\".\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}"}</script></div>
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--- a/dev/FluxTraining@dev/ref/FluxTraining.AbstractCallback.html
+++ b/dev/FluxTraining@dev/ref/FluxTraining.AbstractCallback.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-3707c01a.js">
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@@ -101,7 +101,7 @@
 
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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diff --git a/dev/FluxTraining@dev/ref/FluxTraining.ConditionalCallback.html b/dev/FluxTraining@dev/ref/FluxTraining.ConditionalCallback.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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@@ -270,7 +270,7 @@
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@@ -426,7 +426,7 @@ <h2>Source files</h2>
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-a7m1yhc4" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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@@ -120,7 +120,7 @@
 
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -213,7 +213,7 @@
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index 260f5e2bf..73e7be5a5 100644
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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index 48f30b065..b4ae2a3f3 100644
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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@@ -120,7 +120,7 @@
 
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-		<select value="" id="NativeSelect-zl9bu2d3" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -267,7 +267,7 @@
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@@ -229,7 +229,7 @@
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-653345ef.js">
-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-3707c01a.js">
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-6o0aza2q" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-bmessiwg" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
+		<select value="" id="NativeSelect-9qi4zwv1" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
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 			</option><option value="pr-140"  >Pull request 140
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@@ -196,8 +196,8 @@
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-		<script type="module" data-sveltekit-hydrate="j5llep">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="1vfiypi">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -211,7 +211,7 @@
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-			target: document.querySelector('[data-sveltekit-hydrate="j5llep"]').parentNode,
+			target: document.querySelector('[data-sveltekit-hydrate="1vfiypi"]').parentNode,
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diff --git a/dev/FluxTraining@dev/ref/FluxTraining.model!.html b/dev/FluxTraining@dev/ref/FluxTraining.model!.html
index 7b29be2bf..d69cf38cc 100644
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+++ b/dev/FluxTraining@dev/ref/FluxTraining.model!.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-ac6ab056.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/singletons-3b02911a.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/singletons-09f4dd64.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-h2cx1p1o" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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+		<select value="" id="NativeSelect-3q9yaanp" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
 		<option value="pr-138"  >Pull request 138
 			</option><option value="pr-140"  >Pull request 140
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@@ -193,8 +193,8 @@
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-		<script type="module" data-sveltekit-hydrate="1tvk8zm">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="cj0wnv">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -208,7 +208,7 @@
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-			target: document.querySelector('[data-sveltekit-hydrate="1tvk8zm"]').parentNode,
+			target: document.querySelector('[data-sveltekit-hydrate="cj0wnv"]').parentNode,
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diff --git a/dev/FluxTraining@dev/ref/FluxTraining.on.html b/dev/FluxTraining@dev/ref/FluxTraining.on.html
index ddc191e83..b1aaa13fb 100644
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+++ b/dev/FluxTraining@dev/ref/FluxTraining.on.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/singletons-09f4dd64.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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   </svg>
-	callbacks/callbacks.jl:15</span></a></span>
+	callbacks/callbacks.jl:122</span></a></span>
 </div>
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@@ -232,7 +232,7 @@
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   </svg>
-	callbacks/callbacks.jl:102</span></a></span>
+	callbacks/callbacks.jl:46</span></a></span>
 </div>
 				</span><span><div class="container methodreference svelte-1xmme0v">
 
@@ -242,7 +242,7 @@
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   </svg>
-	callbacks/callbacks.jl:46</span></a></span>
+	callbacks/callbacks.jl:15</span></a></span>
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@@ -252,7 +252,7 @@
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   </svg>
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+	callbacks/callbacks.jl:102</span></a></span>
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@@ -262,7 +262,7 @@
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   </svg>
-	callbacks/callbacks.jl:122</span></a></span>
+	callbacks/callbacks.jl:78</span></a></span>
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@@ -272,7 +272,7 @@
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   </svg>
-	callbacks/callbacks.jl:78</span></a></span>
+	callbacks/callbacks.jl:29</span></a></span>
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@@ -382,7 +382,7 @@
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   </svg>
-	callbacks/metrics.jl:68</span></a></span>
+	callbacks/metrics.jl:83</span></a></span>
 </div>
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@@ -392,7 +392,7 @@
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   </svg>
-	callbacks/metrics.jl:83</span></a></span>
+	callbacks/metrics.jl:68</span></a></span>
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@@ -412,7 +412,7 @@
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   </svg>
-	callbacks/recorder.jl:31</span></a></span>
+	callbacks/recorder.jl:43</span></a></span>
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-hju1vwhq" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Latest (in development)</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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diff --git a/dev/FluxTraining@dev/ref/FluxTraining.removecallback!.html b/dev/FluxTraining@dev/ref/FluxTraining.removecallback!.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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@@ -197,8 +197,8 @@
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -212,7 +212,7 @@
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index a77ecf332..c10bfee6d 100644
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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-		<script type="module" data-sveltekit-hydrate="2jsxca">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -216,7 +216,7 @@
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -211,7 +211,7 @@
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indicate that two callbacks\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"are incompatible and cannot be used together.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Unresolvable\"},\"tag\":\"reference\",\"children\":[\"Unresolvable\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type RunFirst \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Return `RunFirst(cb1/cb2)` from [`resolveconflict`](#)`(cb1, cb2)` to indicate\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"that one of the callbacks should always run before the other.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.RunFirst\"},\"tag\":\"reference\",\"children\":[\"RunFirst\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type NoConflict \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Return from [`resolveconflict`](#) to indicate that, while the callbacks\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"modify the same state, they can be used together without any problems.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NoConflict\"},\"tag\":\"reference\",\"children\":[\"NoConflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"_resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb2\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"r\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb2\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"if\",\"children\":[{\"attributes\":{},\"tag\":\"if\",\"children\":[\"if\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"r\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"===\",\"children\":[\"===\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NotDefined\"},\"tag\":\"reference\",\"children\":[\"NotDefined\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"return\",\"children\":[{\"attributes\":{},\"tag\":\"return\",\"children\":[\"return\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb2\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"else\",\"children\":[\"else\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"return\",\"children\":[{\"attributes\":{},\"tag\":\"return\",\"children\":[\"return\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"r\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    resolveconflict(cb1, cb2)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Define a conflict resolution strategy for resolving a write/write conflict\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"between two callbacks.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"The default is [`NotDefined()`], which will result in an error and a message\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"to implement this method.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"To implement, dispatch on the callback types that you which to resolve (in any\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"order) and return one of the following:\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`Unresolvable`](#)`()` if the callbacks must not be used together\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`RunFirst`](#)`(cb)` if one of the callbacks needs to run first; or\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`NoConflict`](#)`()` if the callbacks may run together in any order\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractCallback\"},\"tag\":\"reference\",\"children\":[\"AbstractCallback\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractCallback\"},\"tag\":\"reference\",\"children\":[\"AbstractCallback\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NotDefined\"},\"tag\":\"reference\",\"children\":[\"NotDefined\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type FitException\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Abstract types for exceptions that can be thrown during fitting,\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"to change its control flow.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See [`CancelStepException`](#), [`CancelEpochException`](#), [`CancelFittingException`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"abstract\",\"children\":[{\"attributes\":{},\"tag\":\"abstract\",\"children\":[\"abstract\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"type\",\"children\":[\"type\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Exception\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    CancelStepException(message)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel the currently running step.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"This prematurely ends the current step without throwing an error.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Must be thrown inside the context of [`runstep`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Examples\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"runepoch(learner, phase) do _\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    for (xs, ys) in batches\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        runstep(learner, phase, (; xs, ys)) do _, state\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            # training logic...\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            if isnan(state.loss).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"                throw(CancelStepException(\\\"Skipping NaN loss\\\"))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelStepException\"},\"tag\":\"reference\",\"children\":[\"CancelStepException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    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   CancelEpochException(message)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel the currently running epoch.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"This prematurely ends the current epoch without throwing an error.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Must be thrown inside the context of [`runepoch`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Examples\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"runepoch(learner, phase) do _\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    for batch in batches\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        step!(learner, phase, batch)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        if learner.step.loss \u003C 1.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            throw(CancelEpochException(\\\"Reached target loss\\\"))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelEpochException\"},\"tag\":\"reference\",\"children\":[\"CancelEpochException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    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   CancelFittingException(msg)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel it.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelFittingException\"},\"tag\":\"reference\",\"children\":[\"CancelFittingException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"msg\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"String\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Callback hook\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    on(event::Event, phase::Phase, callback::AbstractCallback, learner)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Handle `event` with [`Callback`](#) `callback`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"By default, this event handler does nothing for a callback.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"To see events which an `AbstractCallback` handles, use\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"methods(Training.on, (Any, Any, MyCallbackType, Any)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Extending\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"You can add event handlers to [`Callback`](#)s by implementing a method for `on`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See also [`Callback`](#) and [custom callbacks](documents/docs/callbacks/custom.md).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"A method of `on` should *always* dispatch on the callback type, i.e.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"`on(event, phase, cb::MyCallback, learner)`. It may also dispatch on specific\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"[`Event`](#)s and [`Phase`](#). It should not dispatch on a specific type for\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"`learner`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Events.Event\"},\"tag\":\"reference\",\"children\":[\"Event\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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abstract type ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"A conflict resolution strategy for resolving write/write conflicts\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"of two callbacks.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See [`resolveconflict`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"abstract\",\"children\":[{\"attributes\":{},\"tag\":\"abstract\",\"children\":[\"abstract\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"type\",\"children\":[\"type\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type NotDefined \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"The default implementation of [`resolveconflict`](#). If a conflict\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"is detected, this ensures an error message is printed.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NotDefined\"},\"tag\":\"reference\",\"children\":[\"NotDefined\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type Unresolvable \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Return from [`resolveconflict`](#) to indicate that two callbacks\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"are incompatible and cannot be used together.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Unresolvable\"},\"tag\":\"reference\",\"children\":[\"Unresolvable\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type RunFirst \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Return `RunFirst(cb1/cb2)` from [`resolveconflict`](#)`(cb1, cb2)` to indicate\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"that one of the callbacks should always run before the other.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.RunFirst\"},\"tag\":\"reference\",\"children\":[\"RunFirst\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.ConflictResolution\"},\"tag\":\"reference\",\"children\":[\"ConflictResolution\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type NoConflict \u003C: ConflictResolution\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Return from [`resolveconflict`](#) to indicate that, while the callbacks\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"modify the same state, they can be used together without any problems.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NoConflict\"},\"tag\":\"reference\",\"children\":[\"NoConflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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cb2)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Define a conflict resolution strategy for resolving a write/write conflict\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"between two callbacks.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"The default is [`NotDefined()`], which will result in an error and a message\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"to implement this method.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"To implement, dispatch on the callback types that you which to resolve (in any\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"order) and return one of the following:\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`Unresolvable`](#)`()` if the callbacks must not be used together\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`RunFirst`](#)`(cb)` if one of the callbacks needs to run first; or\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- [`NoConflict`](#)`()` if the callbacks may run together in any order\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.resolveconflict\"},\"tag\":\"reference\",\"children\":[\"resolveconflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractCallback\"},\"tag\":\"reference\",\"children\":[\"AbstractCallback\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.AbstractCallback\"},\"tag\":\"reference\",\"children\":[\"AbstractCallback\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.NotDefined\"},\"tag\":\"reference\",\"children\":[\"NotDefined\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    abstract type FitException\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Abstract types for exceptions that can be thrown during fitting,\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"to change its control flow.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See [`CancelStepException`](#), [`CancelEpochException`](#), [`CancelFittingException`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"abstract\",\"children\":[{\"attributes\":{},\"tag\":\"abstract\",\"children\":[\"abstract\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"type\",\"children\":[\"type\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Exception\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    CancelStepException(message)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel the currently running step.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"This prematurely ends the current step without throwing an error.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Must be thrown inside the context of [`runstep`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Examples\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"runepoch(learner, phase) do _\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    for (xs, ys) in batches\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        runstep(learner, phase, (; xs, ys)) do _, state\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            # training logic...\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            if isnan(state.loss).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"                throw(CancelStepException(\\\"Skipping NaN loss\\\"))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelStepException\"},\"tag\":\"reference\",\"children\":[\"CancelStepException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"msg\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"String\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    CancelEpochException(message)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel the currently running epoch.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"This prematurely ends the current epoch without throwing an error.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Must be thrown inside the context of [`runepoch`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Examples\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"runepoch(learner, phase) do _\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    for batch in batches\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        step!(learner, phase, batch)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        if learner.step.loss \u003C 1.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"            throw(CancelEpochException(\\\"Reached target loss\\\"))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"        end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"end\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelEpochException\"},\"tag\":\"reference\",\"children\":[\"CancelEpochException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"msg\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"String\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    CancelFittingException(msg)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Throw during fitting to cancel it.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[{\"attributes\":{},\"tag\":\"false\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"struct\",\"children\":[\"struct\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.CancelFittingException\"},\"tag\":\"reference\",\"children\":[\"CancelFittingException\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\u003C:\",\"children\":[\"\u003C:\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.FitException\"},\"tag\":\"reference\",\"children\":[\"FitException\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"msg\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"String\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"Callback hook\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"core_@doc\",\"children\":[\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"string\",\"children\":[{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    on(event::Event, phase::Phase, callback::AbstractCallback, learner)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Handle `event` with [`Callback`](#) `callback`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"By default, this event handler does nothing for a callback.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"To see events which an `AbstractCallback` handles, use\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"methods(Training.on, (Any, Any, MyCallbackType, Any)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Extending\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"You can add event handlers to [`Callback`](#)s by implementing a method for `on`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See also [`Callback`](#) and [custom callbacks](documents/docs/callbacks/custom.md).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"A method of `on` should *always* dispatch on the callback type, i.e.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"`on(event, phase, cb::MyCallback, learner)`. It may also dispatch on specific\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"[`Event`](#)s and [`Phase`](#). It should not dispatch on a specific type for\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"`learner`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"\\\"\\\"\\\"\",\"children\":[\"\\\"\\\"\\\"\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.on\"},\"tag\":\"reference\",\"children\":[\"on\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Events.Event\"},\"tag\":\"reference\",\"children\":[\"Event\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"phase\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.Callback\"},\"tag\":\"reference\",\"children\":[\"Callback\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"learner\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"accessi\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"accessj\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"kw\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"resolvable\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"false\",\"children\":[\"false\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"elseif\",\"children\":[{\"attributes\":{},\"tag\":\"elseif\",\"children\":[\"elseif\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"resolution\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"isa\",\"children\":[\"isa\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.RunFirst\"},\"tag\":\"reference\",\"children\":[\"RunFirst\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"if\",\"children\":[{\"attributes\":{},\"tag\":\"if\",\"children\":[\"if\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"resolution\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"===\",\"children\":[\"===\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"add_edge!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"g\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb2\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"cb1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# resolution isa NoConflict\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"else\",\"children\":[\"else\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                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\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"else\",\"children\":[\"else\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n            \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"add_edge!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"g\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"i\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"j\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# TODO: check if callback state is read without being written\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# TODO: check for cyclical dependencies\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"return\",\"children\":[{\"attributes\":{},\"tag\":\"return\",\"children\":[\"return\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"new_checkpoint\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"String\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"new_loss\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"::\",\"children\":[\"::\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"Real\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# Note that priority queue may have k+1 elements, also tracking the most recent checkpoint.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"macrocall\",\"children\":[{\"attributes\":{},\"tag\":\"@\",\"children\":[\"@\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"MacroName\",\"children\":[\"assert\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"length\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"==\",\"children\":[\"==\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"keep_top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"+\",\"children\":[\"+\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Integer\",\"children\":[\"1\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"  \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# if most recent checkpoint was worst, remove it\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"dequeue!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        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force=true so that an error doesn't cancel the training\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"&&\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"length\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\">\",\"children\":[\">\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"keep_top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"  \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# We try to shorten the queue...\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"&&\",\"children\":[\"&&\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"ref\",\"children\":[{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"peek\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"[\",\"children\":[\"[\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Integer\",\"children\":[\"1\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"]\",\"children\":[\"]\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"!=\",\"children\":[\"!=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"new_checkpoint\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"     \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# ...but don't remove new checkpoint even if it's the worst,\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                                                              \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# potentially creating (k+1) elements.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"worst_checkpoint_that_is_not_new\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"dequeue!\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"top_k\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"rm\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"joinpath\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"checkpointer\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\".\",\"children\":[\".\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"quote\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"folder\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"worst_checkpoint_that_is_not_new\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"parameters\",\"children\":[{\"attributes\":{},\"tag\":\";\",\"children\":[\";\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n           \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"kw\",\"children\":[{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"force\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"=\",\"children\":[\"=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"true\",\"children\":[\"true\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"  \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# force=true so that an error doesn't cancel the training\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n    \"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"end\",\"children\":[\"end\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"md\",\"children\":[{\"attributes\":{},\"tag\":\"p\",\"children\":[\"TODO: replace with JLD2?\"],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{\"lang\":\"julia\"},\"tag\":\"codeblock\",\"children\":[{\"attributes\":{},\"tag\":\"julia\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[{\"attributes\":{},\"tag\":\"function\",\"children\":[\"function\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"call\",\"children\":[{\"attributes\":{\"reftype\":\"symbol\",\"document_id\":\"FluxTraining@dev/ref/FluxTraining.savemodel\"},\"tag\":\"reference\",\"children\":[\"savemodel\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"(\",\"children\":[\"(\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"model\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\",\",\"children\":[\",\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" 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\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"!=\",\"children\":[\"!=\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\" \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Identifier\",\"children\":[\"new_checkpoint\"],\"type\":\"node\"}],\"type\":\"node\"}],\"type\":\"node\"},{\"attributes\":{},\"tag\":\")\",\"children\":[\")\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"block\",\"children\":[{\"attributes\":{},\"tag\":\"Whitespace\",\"children\":[\"     \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# ...but don't remove new checkpoint even if it's the worst,\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n                                                              \"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"Comment\",\"children\":[\"# potentially creating (k+1) elements.\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"NewlineWs\",\"children\":[\"\\n        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+++ b/dev/FluxTraining@dev/src/callbacks/logging/logger.jl.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-3707c01a.js">
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   LogHyperParams(backends...) \u003C: Callback\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Callback that logs hyperparameters to one or more [`LoggerBackend`](#)s.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"See also [`LoggerBackend`](#), [`Loggables.Loggable`](#), [`log_to`](#),\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"[`TensorBoardBackend`](#)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Example\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"```julia\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"logcb = LogHyperParams(TensorBoardBackend(\\\"tblogs\\\"))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"schedule = ...\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Learner(model, lossfn; callbacks=[Scheduler(LearningRate => schedule), 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   Learner(model, lossfn; [callbacks = [], optimizer = ADAM(), kwargs...])\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Holds and coordinates all state of the training. `model` is trained by\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"optimizing `lossfn` with `optimizer` on `data`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Arguments\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Positional arguments:\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `model`: A Flux.jl model or a `NamedTuple` of 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Included\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    are [`Metrics`](#), [`Recorder`](#), [`ProgressPrinter`](#),\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    [`StopOnNaNLoss`](#), and [`MetricsPrinter`](#).\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `cbrunner = LinearRunner()`: Callback runner to use.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Fields\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"*(Use this as a reference when implementing callbacks)*\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `model`, `optimizer`, and `lossfn` are stored as passed in\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `data` is a `PropDict` of data iterators, usually `:training` and `:validation`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `params`: An instance of `model`'s parameters of type `Flux.Params`. 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   Learner(model, lossfn; [callbacks = [], optimizer = ADAM(), kwargs...])\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Holds and coordinates all state of the training. `model` is trained by\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"optimizing `lossfn` with `optimizer` on `data`.\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"## Arguments\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Positional arguments:\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"- `model`: A Flux.jl model or a `NamedTuple` of 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   fit!(learner, nepochs)\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"    fit!(learner, nepochs, (trainiter, validiter))\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"\\n\"],\"type\":\"node\"},{\"attributes\":{},\"tag\":\"String\",\"children\":[\"Train `learner` for `nepochs` of training and validation each. 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dt{constructor(e,t){this.mode=void 0,this.gullet=void 0,this.settings=void 0,this.leftrightDepth=void 0,this.nextToken=void 0,this.mode="math",this.gullet=new r4(e,t,this.mode),this.settings=t,this.leftrightDepth=0}expect(e,t){if(t===void 0&&(t=!0),this.fetch().text!==e)throw new U("Expected '"+e+"', got '"+this.fetch().text+"'",this.fetch());t&&this.consume()}consume(){this.nextToken=null}fetch(){return this.nextToken==null&&(this.nextToken=this.gullet.expandNextToken()),this.nextToken}switchMode(e){this.mode=e,this.gullet.switchMode(e)}parse(){this.settings.globalGroup||this.gullet.beginGroup(),this.settings.colorIsTextColor&&this.gullet.macros.set("\\color","\\textcolor");try{var e=this.parseExpression(!1);return this.expect("EOF"),this.settings.globalGroup||this.gullet.endGroup(),e}finally{this.gullet.endGroups()}}subparse(e){var t=this.nextToken;this.consume(),this.gullet.pushToken(new c0("}")),this.gullet.pushTokens(e);var r=this.parseExpression(!1);return this.expect("}"),this.nextToken=t,r}parseExpression(e,t){for(var r=[];;){this.mode==="math"&&this.consumeSpaces();var l=this.fetch();if(dt.endOfExpression.indexOf(l.text)!==-1||t&&l.text===t||e&&R0[l.text]&&R0[l.text].infix)break;var n=this.parseAtom(t);if(n){if(n.type==="internal")continue}else break;r.push(n)}return this.mode==="text"&&this.formLigatures(r),this.handleInfixNodes(r)}handleInfixNodes(e){for(var t=-1,r,l=0;l<e.length;l++)if(e[l].type==="infix"){if(t!==-1)throw new U("only one infix operator per group",e[l].token);t=l,r=e[l].replaceWith}if(t!==-1&&r){var n,i,o=e.slice(0,t),s=e.slice(t+1);o.length===1&&o[0].type==="ordgroup"?n=o[0]:n={type:"ordgroup",mode:this.mode,body:o},s.length===1&&s[0].type==="ordgroup"?i=s[0]:i={type:"ordgroup",mode:this.mode,body:s};var u;return r==="\\\\abovefrac"?u=this.callFunction(r,[n,e[t],i],[]):u=this.callFunction(r,[n,i],[]),[u]}else return e}handleSupSubscript(e){var t=this.fetch(),r=t.text;this.consume(),this.consumeSpaces();var l=this.parseGroup(e);if(!l)throw new U("Expected group after '"+r+"'",t);return l}formatUnsupportedCmd(e){for(var t=[],r=0;r<e.length;r++)t.push({type:"textord",mode:"text",text:e[r]});var l={type:"text",mode:this.mode,body:t},n={type:"color",mode:this.mode,color:this.settings.errorColor,body:[l]};return n}parseAtom(e){var t=this.parseGroup("atom",e);if(this.mode==="text")return t;for(var r,l;;){this.consumeSpaces();var n=this.fetch();if(n.text==="\\limits"||n.text==="\\nolimits"){if(t&&t.type==="op"){var i=n.text==="\\limits";t.limits=i,t.alwaysHandleSupSub=!0}else if(t&&t.type==="operatorname")t.alwaysHandleSupSub&&(t.limits=n.text==="\\limits");else throw new U("Limit controls must follow a math operator",n);this.consume()}else if(n.text==="^"){if(r)throw new U("Double superscript",n);r=this.handleSupSubscript("superscript")}else if(n.text==="_"){if(l)throw new U("Double subscript",n);l=this.handleSupSubscript("subscript")}else if(n.text==="'"){if(r)throw new U("Double superscript",n);var o={type:"textord",mode:this.mode,text:"\\prime"},s=[o];for(this.consume();this.fetch().text==="'";)s.push(o),this.consume();this.fetch().text==="^"&&s.push(this.handleSupSubscript("superscript")),r={type:"ordgroup",mode:this.mode,body:s}}else if(Dt[n.text]){var u=Dt[n.text],d=dl.test(n.text);for(this.consume();;){var f=this.fetch().text;if(!Dt[f]||dl.test(f)!==d)break;this.consume(),u+=Dt[f]}var h=new dt(u,this.settings).parse();d?l={type:"ordgroup",mode:"math",body:h}:r={type:"ordgroup",mode:"math",body:h}}else break}return r||l?{type:"supsub",mode:this.mode,base:t,sup:r,sub:l}:t}parseFunction(e,t){var r=this.fetch(),l=r.text,n=R0[l];if(!n)return null;if(this.consume(),t&&t!=="atom"&&!n.allowedInArgument)throw new U("Got function '"+l+"' with no arguments"+(t?" as "+t:""),r);if(this.mode==="text"&&!n.allowedInText)throw new U("Can't use function '"+l+"' in text mode",r);if(this.mode==="math"&&n.allowedInMath===!1)throw new U("Can't use function '"+l+"' in math 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new file mode 100644
index 000000000..aad45e5af
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+++ b/internal/immutable/chunks/singletons-09f4dd64.js
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new file mode 100644
index 000000000..1caf18109
--- /dev/null
+++ b/internal/immutable/chunks/stores-6c7c575a.js
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index 000000000..8df5acacf
--- /dev/null
+++ b/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js
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diff --git a/internal/immutable/components/pages/_version_/_error.svelte-a1ca3eff.js b/internal/immutable/components/pages/_version_/_error.svelte-a1ca3eff.js
new file mode 100644
index 000000000..06bbe0423
--- /dev/null
+++ b/internal/immutable/components/pages/_version_/_error.svelte-a1ca3eff.js
@@ -0,0 +1 @@
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diff --git a/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js b/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js
new file mode 100644
index 000000000..85e09beb8
--- /dev/null
+++ b/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js
@@ -0,0 +1 @@
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diff --git a/internal/immutable/start-ac6ab056.js b/internal/immutable/start-ac6ab056.js
new file mode 100644
index 000000000..d34efe2e0
--- /dev/null
+++ b/internal/immutable/start-ac6ab056.js
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-		<select value="" id="NativeSelect-q1qf4vyg" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 138</option>
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-l505tz8p" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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-		<select value="" id="NativeSelect-4hq6yf17" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
+		<select value="" id="NativeSelect-rzmn9nak" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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+		<select value="" id="NativeSelect-0x8lo1x8" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		<select value="" id="NativeSelect-vo3lvj48" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
+		<select value="" id="NativeSelect-mr52tiw9" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-sdmel91k" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
+		<select value="" id="NativeSelect-3dxa2xh3" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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+		<select value="" id="NativeSelect-q0oxy5jt" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-8ygg0fwl" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
+		<select value="" id="NativeSelect-4qs62qv8" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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diff --git a/pr-140/FluxTraining@pr-140/doc/docs/callbacks/usage.md.html b/pr-140/FluxTraining@pr-140/doc/docs/callbacks/usage.md.html
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+		<select value="" id="NativeSelect-npu19b28" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+		<select value="" id="NativeSelect-bm5zjid2" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		<select value="" id="NativeSelect-y8ccpmty" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		<select value="" id="NativeSelect-sb47i3zj" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		<select value="" id="NativeSelect-3ygwwy25" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
+		<select value="" id="NativeSelect-g6a6ptoc" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-ea3ltnld" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-		<select value="" id="NativeSelect-yxr36flk" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 140</option>
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-5srbxxoq" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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-		<select value="" id="NativeSelect-1uf35pm1" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
+		<select value="" id="NativeSelect-hqkeat0c" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-6db8euew" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
+		<select value="" id="NativeSelect-2zji7bny" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-y32psx3k" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
+		<select value="" id="NativeSelect-scrgi55g" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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diff --git a/pr-141/FluxTraining@pr-141/doc/docs/background/lossfunction.md.html b/pr-141/FluxTraining@pr-141/doc/docs/background/lossfunction.md.html
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+		<select value="" id="NativeSelect-gngv5eru" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-ravvf7n5" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-nulostq1" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-xv3xwre5" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-5r6c6izi" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-gg8p9s1m" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-50pzbur6" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-hxkpg6sd" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
+		<select value="" id="NativeSelect-mcfpm1cm" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-qro5dcwr" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-vz2qgdtw" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 141</option>
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-		<select value="" id="NativeSelect-phuclfsx" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		<select value="" id="NativeSelect-mv3amhow" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-xcoyd1t2" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
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-		<select value="" id="NativeSelect-wumnutx6" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-qs7kiucx" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-ntmbhyyz" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-2sjiqscx" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+		<select value="" id="NativeSelect-8oob2njn" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
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+		<select value="" id="NativeSelect-f46i3lt6" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+			target: document.querySelector('[data-sveltekit-hydrate="1c2di7"]').parentNode,
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diff --git a/pr-155/FluxTraining@pr-155/doc/docs/features.md.html b/pr-155/FluxTraining@pr-155/doc/docs/features.md.html
index 058584636..80ccb28a3 100644
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diff --git a/pr-155/FluxTraining@pr-155/doc/docs/getting_started.md.html b/pr-155/FluxTraining@pr-155/doc/docs/getting_started.md.html
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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diff --git a/pr-155/FluxTraining@pr-155/doc/docs/reference/training.md.html b/pr-155/FluxTraining@pr-155/doc/docs/reference/training.md.html
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-		<select value="" id="NativeSelect-k53apv42" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-5hi0scax" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
 		<option value="pr-138"  >Pull request 138
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+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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-		<select value="" id="NativeSelect-oykc19rn" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-vjq9l9dt" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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@@ -166,8 +166,8 @@
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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-		<select value="" id="NativeSelect-as3z7gue" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-fxlxlhw5" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-exq56lli" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-ipl1qil0" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
 		<option value="pr-138"  >Pull request 138
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@@ -186,8 +186,8 @@
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-		<script type="module" data-sveltekit-hydrate="ip30gs">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="9jrkyx">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+			target: document.querySelector('[data-sveltekit-hydrate="9jrkyx"]').parentNode,
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diff --git a/pr-155/FluxTraining@pr-155/ref/FluxTraining.Checkpointer.html b/pr-155/FluxTraining@pr-155/ref/FluxTraining.Checkpointer.html
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--- a/pr-155/FluxTraining@pr-155/ref/FluxTraining.Checkpointer.html
+++ b/pr-155/FluxTraining@pr-155/ref/FluxTraining.Checkpointer.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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@@ -101,7 +101,7 @@
 
 
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-ag8joejq" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
 </div></span></div></div></div></div>
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-95mw6ewf" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-6l5i2bij" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
 		<option value="pr-138"  >Pull request 138
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@@ -219,8 +219,8 @@
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-		<script type="module" data-sveltekit-hydrate="1jckgdk">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="1es5479">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -234,7 +234,7 @@
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-			target: document.querySelector('[data-sveltekit-hydrate="1jckgdk"]').parentNode,
+			target: document.querySelector('[data-sveltekit-hydrate="1es5479"]').parentNode,
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diff --git a/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConditionalCallback.html b/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConditionalCallback.html
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--- a/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConditionalCallback.html
+++ b/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConditionalCallback.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-a15f85f4.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-3707c01a.js">
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@@ -101,7 +101,7 @@
 
 
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-cldw0pbc" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-xlgsl2ej" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-wivpd731" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
 		<option value="pr-138"  >Pull request 138
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@@ -208,8 +208,8 @@
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-		<script type="module" data-sveltekit-hydrate="1x4nc">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="5itb8r">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -223,7 +223,7 @@
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-			target: document.querySelector('[data-sveltekit-hydrate="1x4nc"]').parentNode,
+			target: document.querySelector('[data-sveltekit-hydrate="5itb8r"]').parentNode,
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diff --git a/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConflictResolution.html b/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConflictResolution.html
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--- a/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConflictResolution.html
+++ b/pr-155/FluxTraining@pr-155/ref/FluxTraining.ConflictResolution.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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@@ -101,7 +101,7 @@
 
 
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+<div class="switch svelteui-c-gvStyV svelte-1oesh6k"><input id="svelteui-g36h2rr4" type="checkbox" class="input svelteui-c-gvStyV svelteui-c-gvStyV-iPJLV-css svelte-1oesh6k" checked>
 	
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@@ -120,7 +120,7 @@
 
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-		<select value="" id="NativeSelect-a8xcvx2r" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-zhgily92" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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@@ -177,8 +177,8 @@
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-		<script type="module" data-sveltekit-hydrate="15nl14c">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="1jh6dr0">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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@@ -192,7 +192,7 @@
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+			target: document.querySelector('[data-sveltekit-hydrate="1jh6dr0"]').parentNode,
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diff --git a/pr-155/FluxTraining@pr-155/ref/FluxTraining.CustomCallback.html b/pr-155/FluxTraining@pr-155/ref/FluxTraining.CustomCallback.html
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+++ b/pr-155/FluxTraining@pr-155/ref/FluxTraining.CustomCallback.html
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/singletons-3b02911a.js">
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/config-bc68af9b.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js">
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-		<select value="" id="NativeSelect-fpq0dzjj" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-tpoevkcw" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="1dbrcp8">
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-		<select value="" id="NativeSelect-hzfjpvq6" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		<script type="module" data-sveltekit-hydrate="13hk5j5">
-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
+	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js">
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-		<select value="" id="NativeSelect-wt5au7ll" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
+		<select value="" id="NativeSelect-8ye2ij0g" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-b1hqoe29" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-iwnvadi6" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		<select value="" id="NativeSelect-inp64rvq" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		<select value="" id="NativeSelect-s2chmmxl" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		<select value="" id="NativeSelect-494kxgcl" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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-		<select value="" id="NativeSelect-qpg5imia" autocomplete="off" aria-invalid="false" class="input defaultVariant   " aria-required="false"><option value="" disabled hidden selected>Pull request 155</option>
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@@ -196,8 +196,8 @@
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-		<script type="module" data-sveltekit-hydrate="1ytqaq1">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/chunks/_page-54d9aad2.js">
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+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
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-	<link rel="modulepreload" href="/FluxTraining.jl/internal/immutable/start-c8a4ec67.js">
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-		import { start } from "/FluxTraining.jl/internal/immutable/start-c8a4ec67.js";
+		<script type="module" data-sveltekit-hydrate="hcik33">
+		import { start } from "/FluxTraining.jl/internal/immutable/start-ac6ab056.js";
 
 		start({
 			env: {},
@@ -1608,7 +1608,7 @@
 				form: null
 			},
 			paths: {"base":"/FluxTraining.jl","assets":"/FluxTraining.jl"},
-			target: document.querySelector('[data-sveltekit-hydrate="4l0o2n"]').parentNode,
+			target: document.querySelector('[data-sveltekit-hydrate="hcik33"]').parentNode,
 			trailing_slash: "never"
 		});
 	</script>
diff --git a/vite-manifest.json b/vite-manifest.json
index 26e858ebd..cd88cff41 100644
--- a/vite-manifest.json
+++ b/vite-manifest.json
@@ -1,11 +1,11 @@
 {
   "node_modules/@sveltejs/kit/src/runtime/client/start.js": {
-    "file": "internal/immutable/start-c8a4ec67.js",
+    "file": "internal/immutable/start-ac6ab056.js",
     "src": "node_modules/@sveltejs/kit/src/runtime/client/start.js",
     "isEntry": true,
     "imports": [
       "_index-af87de52.js",
-      "_singletons-3b02911a.js",
+      "_singletons-09f4dd64.js",
       "_control-e337d4cc.js",
       "_paths-846459bd.js"
     ],
@@ -31,21 +31,21 @@
     ]
   },
   "node_modules/@sveltejs/kit/src/runtime/components/error.svelte": {
-    "file": "internal/immutable/components/error.svelte-18b82963.js",
+    "file": "internal/immutable/components/error.svelte-1fa8bffb.js",
     "src": "node_modules/@sveltejs/kit/src/runtime/components/error.svelte",
     "isEntry": true,
     "imports": [
       "_index-af87de52.js",
-      "_stores-1ddf6e9e.js"
+      "_stores-6c7c575a.js"
     ]
   },
   "src/routes/[version]/+error.svelte": {
-    "file": "internal/immutable/components/pages/_version_/_error.svelte-adfbff2d.js",
+    "file": "internal/immutable/components/pages/_version_/_error.svelte-a1ca3eff.js",
     "src": "src/routes/[version]/+error.svelte",
     "isEntry": true,
     "imports": [
       "_index-af87de52.js",
-      "_stores-1ddf6e9e.js",
+      "_stores-6c7c575a.js",
       "_paths-846459bd.js"
     ],
     "css": [
@@ -53,12 +53,12 @@
     ]
   },
   "src/routes/[version]/[...documentId].html/+page.svelte": {
-    "file": "internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-489f5b3f.js",
+    "file": "internal/immutable/components/pages/_version_/_...documentId_.html/_page.svelte-e75890b9.js",
     "src": "src/routes/[version]/[...documentId].html/+page.svelte",
     "isEntry": true,
     "imports": [
       "_index-af87de52.js",
-      "_config-bc68af9b.js",
+      "_config-a15f85f4.js",
       "_TypographyProvider.styles-82fbd465.js",
       "_paths-846459bd.js",
       "_api-41b79f33.js"
@@ -88,18 +88,18 @@
     ]
   },
   "src/routes/[version]/[...documentId].html/+page.ts": {
-    "file": "internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-653345ef.js",
+    "file": "internal/immutable/modules/pages/_version_/_...documentId_.html/_page.ts-64b4a2f0.js",
     "src": "src/routes/[version]/[...documentId].html/+page.ts",
     "isEntry": true,
     "imports": [
       "_paths-846459bd.js",
       "_api-41b79f33.js",
-      "_config-bc68af9b.js",
-      "__page-54d9aad2.js"
+      "_config-a15f85f4.js",
+      "__page-3707c01a.js"
     ]
   },
-  "_singletons-3b02911a.js": {
-    "file": "internal/immutable/chunks/singletons-3b02911a.js",
+  "_singletons-09f4dd64.js": {
+    "file": "internal/immutable/chunks/singletons-09f4dd64.js",
     "imports": [
       "_index-af87de52.js",
       "_paths-846459bd.js"
@@ -123,11 +123,11 @@
       "internal/immutable/assets/TypographyProvider-eca7ac57.css"
     ]
   },
-  "_stores-1ddf6e9e.js": {
-    "file": "internal/immutable/chunks/stores-1ddf6e9e.js",
+  "_stores-6c7c575a.js": {
+    "file": "internal/immutable/chunks/stores-6c7c575a.js",
     "imports": [
       "_index-af87de52.js",
-      "_singletons-3b02911a.js"
+      "_singletons-09f4dd64.js"
     ]
   },
   "__page-3a199688.js": {
@@ -150,24 +150,24 @@
       "_paths-846459bd.js"
     ]
   },
-  "_config-bc68af9b.js": {
-    "file": "internal/immutable/chunks/config-bc68af9b.js",
+  "_config-a15f85f4.js": {
+    "file": "internal/immutable/chunks/config-a15f85f4.js",
     "imports": [
       "_index-af87de52.js",
       "_api-41b79f33.js",
       "_TypographyProvider.styles-82fbd465.js",
-      "_singletons-3b02911a.js"
+      "_singletons-09f4dd64.js"
     ],
     "css": [
       "internal/immutable/assets/config-829b72cd.css"
     ]
   },
-  "__page-54d9aad2.js": {
-    "file": "internal/immutable/chunks/_page-54d9aad2.js",
+  "__page-3707c01a.js": {
+    "file": "internal/immutable/chunks/_page-3707c01a.js",
     "imports": [
       "_paths-846459bd.js",
       "_api-41b79f33.js",
-      "_config-bc68af9b.js"
+      "_config-a15f85f4.js"
     ]
   },
   ".svelte-kit/generated/nodes/0.js": {
@@ -179,7 +179,7 @@
     ]
   },
   ".svelte-kit/generated/nodes/1.js": {
-    "file": "internal/immutable/chunks/1-fec7da32.js",
+    "file": "internal/immutable/chunks/1-632a304d.js",
     "src": ".svelte-kit/generated/nodes/1.js",
     "isDynamicEntry": true,
     "imports": [
@@ -187,7 +187,7 @@
     ]
   },
   ".svelte-kit/generated/nodes/2.js": {
-    "file": "internal/immutable/chunks/2-07a2d414.js",
+    "file": "internal/immutable/chunks/2-5c2086ec.js",
     "src": ".svelte-kit/generated/nodes/2.js",
     "isDynamicEntry": true,
     "imports": [
@@ -211,11 +211,11 @@
     ]
   },
   ".svelte-kit/generated/nodes/5.js": {
-    "file": "internal/immutable/chunks/5-c6abf27a.js",
+    "file": "internal/immutable/chunks/5-9709b93e.js",
     "src": ".svelte-kit/generated/nodes/5.js",
     "isDynamicEntry": true,
     "imports": [
-      "__page-54d9aad2.js",
+      "__page-3707c01a.js",
       "src/routes/[version]/[...documentId].html/+page.svelte"
     ]
   },