LLM Fine-Tuning

LLM Fine-Tuning: Dataset preparation, supervised tuning, preference tuning, and evaluation.

[
  {
    "error_code": "SYNTH-LLM-FINE-TUNING-001",
    "description": "Synthetic Dataset preparation, supervised tuning, preference tuning, and evaluation scenario 001: a topic-specific operation failed validation or execution.",
    "programmatic_fix": "Validate the Dataset preparation, supervised tuning, preference tuning, and evaluation inputs and configuration, handle SYNTH-LLM-FINE-TUNING-001 explicitly, and retry only when the operation is idempotent."
  },
  {
    "error_code": "SYNTH-LLM-FINE-TUNING-002",
    "description": "Synthetic Dataset preparation, supervised tuning, preference tuning, and evaluation scenario 002: a topic-specific operation failed validation or execution.",
    "programmatic_fix": "Validate the Dataset preparation, supervised tuning, preference tuning, and evaluation inputs and configuration, handle SYNTH-LLM-FINE-TUNING-002 explicitly, and retry only when the operation is idempotent."
  },
  {
    "error_code": "SYNTH-LLM-FINE-TUNING-003",
    "description": "Synthetic Dataset preparation, supervised tuning, preference tuning, and evaluation scenario 003: a topic-specific operation failed validation or execution.",
    "programmatic_fix": "Validate the Dataset preparation, supervised tuning, preference tuning, and evaluation inputs and configuration, handle SYNTH-LLM-FINE-TUNING-003 explicitly, and retry only when the operation is idempotent."
  }
]