ECNU-ICALK 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 //):
Log Format Template
Generate or parse logs using the following structure, ensuring all relevant metrics are populated: Epoch / / [==============================] - s ms/step - loss: - accuracy: - precision: - recall: - max_acc: - val_loss: - val_accuracy: - val_precision: - val_recall: - val_max_acc: - lr:
Workflow Instructions
For each step, include:
- Action
- Checks
- 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.