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Smart Grid Energy Trader — Dataset
Complete training and evaluation dataset for the Smart Grid OpenEnv environment.
Files
| File | Rows | Description |
|---|---|---|
states.csv |
216 | All environment states across all tasks |
episodes.csv |
3,860 | Full episode rollouts with agent decisions |
price_patterns.csv |
96 | 24-hour price curves for 4 market scenarios |
llm_prompts.jsonl |
500 | LLM training examples in OpenAI chat format |
states.csv columns
| Column | Type | Description |
|---|---|---|
| task_id | int | 1=easy, 2=medium, 3=hard |
| day | int | Day number (1–7) |
| hour | int | Hour (0–23) |
| weather | str | sunny / cloudy / stormy |
| solar_output | float | kWh from solar this hour |
| wind_output | float | kWh from wind this hour |
| generation | float | Total kWh generated |
| grid_price | float | Rs per kWh |
| home_demand | float | kWh homes need |
| price_zone | str | peak / mid / off_peak |
| is_storm_day | int | 1 if stormy (Task 3 Days 4–5) |
| is_spike_day | int | 1 if price spike (Task 3 Day 6) |
episodes.csv columns
All state columns above, plus:
| Column | Type | Description |
|---|---|---|
| episode_id | int | Unique episode identifier |
| seed | int | Random seed used |
| battery_level | float | Battery % at this step |
| rule_action | int | Rule-based agent decision |
| rule_action_name | str | STORE / DISTRIBUTE / SELL |
| rule_reward | float | Reward from rule-based action |
| optimal_action | int | Optimal agent decision |
| optimal_action_name | str | STORE / DISTRIBUTE / SELL |
| optimal_reward | float | Reward from optimal action |
| reward_gap | float | How much better optimal was |
llm_prompts.jsonl format
{
"messages": [
{"role": "system", "content": "You manage a microgrid..."},
{"role": "user", "content": "Current state:\n{...}"},
{"role": "assistant", "content": "{\"action\": 2}"}
],
"optimal_action": 2,
"optimal_action_name": "SELL",
"reason": "Grid price is high (11.5 Rs/kWh). Sell to maximize revenue.",
"task_id": 2
}
Regenerate
python generate_dataset.py
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