id: "03e0f14f-3b51-4256-832d-e843dfa19fa9" name: "training_log_sop" description: "General SOP for generating or analyzing training logs, incorporating metrics like loss, accuracy, precision, recall, and max accuracy across epochs." version: "0.1.1" tags:

• "training"
• "sop"
• "metrics"
• "loss"
• "accuracy"
• "precision" triggers:
• "Use when the user asks for a process or checklist."
• "Use when you want to reuse a previously mentioned method/SOP."
• "Use when generating training logs or metrics." examples:
• input: "Break this into best-practice, executable steps."

training_log_sop

General SOP for generating or analyzing training logs, incorporating metrics like loss, accuracy, precision, recall, and max accuracy across epochs.

Prompt

Follow this SOP (replace specifics with placeholders like <PROJECT>/<ENV>/<VERSION>):

Log Format Template

Generate or parse logs using the following structure, ensuring all relevant metrics are populated: Epoch <CURRENT>/<TOTAL> <STEPS>/<TOTAL_STEPS> [==============================] - <TIME>s <MS>ms/step - loss: <LOSS> - accuracy: <ACC> - precision: <PREC> - recall: <REC> - max_acc: <MAX_ACC> - val_loss: <VAL_LOSS> - val_accuracy: <VAL_ACC> - val_precision: <VAL_PREC> - val_recall: <VAL_REC> - val_max_acc: <VAL_MAX_ACC> - lr: <LR>

Workflow Instructions

For each step, include:

1. Action
2. Checks
3. Failure rollback/fallback plan

Output Format

For each step number, provide status/result and what to do next.

Triggers

• Use when the user asks for a process or checklist.
• Use when you want to reuse a previously mentioned method/SOP.
• Use when generating training logs or metrics.

Examples

Example 1

Input:

Break this into best-practice, executable steps.