custom-tasks

Guide to implementing custom evaluation tasks for code generation models.

Skills
AI research
1

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/custom-tasks && curl -fsSL https://doutorai.pt/data/lib/skills__custom-tasks.md -o .claude/skills/custom-tasks/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Creating Custom Tasks in BigCode Evaluation Harness

Guide to implementing custom evaluation tasks for code generation models.

## Task Architecture

All tasks inherit from a base `Task` class and implement standard methods:

```python
class Task:
    DATASET_PATH: str  # HuggingFace dataset ID
    DATASET_NAME: str  # Dataset configuration (or None)

    def __init__(self, stop_words, requires_execution):
        """Initialize task with stop words and execution flag."""

    def get_dataset(self):
        """Return the evaluation dataset."""

    def get_prompt(self, doc):
        """Format

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