text_data stringclasses 9 values | reward_heuristic float64 -1 -1 | base_problem stringclasses 1 value | text_length int64 7.46k 16.6k |
|---|---|---|---|
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 1
- connection_count: 0
- design_width: 28
- design_depth: 38
- design_height: 75
- design_cost: 10
- design_volume: 79800
- surface_area: 12028
- moment_of_inertia_xx: 16.755
- moment_of_inertia_yy: 16.755
- moment_of_inertia_zz: 1.8225
- pack_nominal_voltage: 3.7
- pack_terminal_voltage_end: 2.49651
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 10
- context_tokens: 2073
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "22: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "23: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "24: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "25: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "26: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "27: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "28: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "29: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "30: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 30 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 30
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 7,463 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 2
- connection_count: 1
- design_width: 28
- design_depth: 55.3205
- design_height: 75
- design_cost: 20
- design_volume: 116173
- surface_area: 15596
- moment_of_inertia_xx: 40.26
- moment_of_inertia_yy: 35.76
- moment_of_inertia_zz: 12.645
- pack_nominal_voltage: 7.4
- pack_terminal_voltage_end: 4.99302
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 20
- context_tokens: 2208
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=3, resistance_ohm=0.0001),), pack_positive_terminal_id=1, pack_negative_terminal_id=2)
- available_transitions: ["0: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: remove_cell((('cell_id', 0),))", "31: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "32: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "33: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 0)))", "34: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 0)))", "35: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "36: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "37: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "38: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "39: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 1)))", "40: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 1)))", "41: remove_cell((('cell_id', 1),))", "42: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 0)))", "43: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 0)))", "44: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 0)))", "45: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 0)))", "46: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 1)))", "47: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 1)))", "48: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 1)))", "49: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 1)))", "50: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 1)))", "51: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 1)))", "52: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "53: add_connection((('from_terminal_id', 0), ('to_terminal_id', 2)))", "54: add_connection((('from_terminal_id', 1), ('to_terminal_id', 2)))", "55: add_connection((('from_terminal_id', 1), ('to_terminal_id', 3)))", "56: add_connection((('from_terminal_id', 2), ('to_terminal_id', 3)))", "57: remove_connection((('connection_id', 0),))", "58: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "59: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 2)))", "60: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 3)))", "61: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))", "62: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 2)))", "63: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 3)))", "64: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 0)))", "65: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 1)))", "66: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 3)))", "67: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 0)))", "68: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 1)))", "69: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 2)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=3, resistance_ohm=0.0001),), pack_positive_terminal_id=1, pack_negative_terminal_id=2)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 5 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 5
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 11,966 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 2
- connection_count: 1
- design_width: 28
- design_depth: 55.3205
- design_height: 142
- design_cost: 20
- design_volume: 219954
- surface_area: 26761
- moment_of_inertia_xx: 141.262
- moment_of_inertia_yy: 136.762
- moment_of_inertia_zz: 12.645
- pack_nominal_voltage: 7.4
- pack_terminal_voltage_end: 4.99302
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 20
- context_tokens: 2073
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=1, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=1, to_terminal_id=2, resistance_ohm=0.0001),), pack_positive_terminal_id=3, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: add_cell((('x', 0), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "31: add_cell((('x', 0), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "32: add_cell((('x', 0), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "33: add_cell((('x', 1), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "34: add_cell((('x', 1), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "35: add_cell((('x', 1), ('y', 0), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "36: add_cell((('x', 0), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "37: add_cell((('x', 0), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "38: add_cell((('x', 0), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "39: add_cell((('x', 1), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "40: add_cell((('x', 1), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "41: add_cell((('x', 1), ('y', 1), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "42: add_cell((('x', 0), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "43: add_cell((('x', 0), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "44: add_cell((('x', 0), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "45: add_cell((('x', 1), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "46: add_cell((('x', 1), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "47: add_cell((('x', 1), ('y', 2), ('z', 2), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "48: remove_cell((('cell_id', 0),))", "49: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "50: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "51: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "52: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 0)))", "53: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 0)))", "54: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "55: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "56: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "57: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 1)))", "58: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 1)))", "59: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 2)))", "60: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 2)))", "61: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 2)))", "62: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 2)))", "63: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 2)))", "64: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 2)))", "65: remove_cell((('cell_id', 1),))", "66: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 0)))", "67: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 0)))", "68: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 0)))", "69: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 0)))", "70: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 0)))", "71: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 1)))", "72: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 1)))", "73: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 1)))", "74: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 1)))", "75: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 1)))", "76: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 2)))", "77: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 2)))", "78: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 2)))", "79: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 2)))", "80: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 2)))", "81: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 2)))", "82: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "83: add_connection((('from_terminal_id', 0), ('to_terminal_id', 2)))", "84: add_connection((('from_terminal_id', 0), ('to_terminal_id', 3)))", "85: add_connection((('from_terminal_id', 1), ('to_terminal_id', 3)))", "86: add_connection((('from_terminal_id', 2), ('to_terminal_id', 3)))", "87: remove_connection((('connection_id', 0),))", "88: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "89: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 2)))", "90: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 3)))", "91: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))", "92: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 2)))", "93: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 3)))", "94: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 0)))", "95: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 1)))", "96: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 3)))", "97: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 0)))", "98: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 1)))", "99: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 2)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=1, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=1, to_terminal_id=2, resistance_ohm=0.0001),), pack_positive_terminal_id=3, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 16 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 16
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 16,629 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 1
- connection_count: 0
- design_width: 48
- design_depth: 55.3205
- design_height: 75
- design_cost: 10
- design_volume: 199154
- surface_area: 20808.8
- moment_of_inertia_xx: 16.755
- moment_of_inertia_yy: 16.755
- moment_of_inertia_zz: 1.8225
- pack_nominal_voltage: 3.7
- pack_terminal_voltage_end: 2.49651
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 10
- context_tokens: 5198
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=1, y=1, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 2), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 2), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 2), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "31: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "32: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "33: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "34: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "35: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "36: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "37: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "38: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "39: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "40: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "41: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "42: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "43: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "44: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "45: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "46: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "47: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "48: add_cell((('x', 2), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "49: add_cell((('x', 2), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "50: add_cell((('x', 2), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "51: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 0)))", "52: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "53: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 0)))", "54: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "55: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 0)))", "56: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 0)))", "57: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 0)))", "58: move_cell((('cell_id', 0), ('x', 2), ('y', 2), ('z', 0)))", "59: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "60: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "61: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 1)))", "62: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "63: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "64: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 1)))", "65: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 1)))", "66: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 1)))", "67: move_cell((('cell_id', 0), ('x', 2), ('y', 2), ('z', 1)))", "68: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "69: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "70: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=1, y=1, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 23 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 23
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 14,581 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 1
- connection_count: 0
- design_width: 48
- design_depth: 38
- design_height: 75
- design_cost: 10
- design_volume: 136800
- surface_area: 16548
- moment_of_inertia_xx: 16.755
- moment_of_inertia_yy: 16.755
- moment_of_inertia_zz: 1.8225
- pack_nominal_voltage: 3.7
- pack_terminal_voltage_end: 2.49651
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 10
- context_tokens: 4408
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=1, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 0), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "31: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "32: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "33: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 0)))", "34: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 0)))", "35: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "36: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "37: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 0)))", "38: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "39: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "40: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 1)))", "41: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "42: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "43: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 1)))", "44: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "45: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "46: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=1, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 21 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 21
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 10,308 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 1
- connection_count: 0
- design_width: 28
- design_depth: 38
- design_height: 75
- design_cost: 10
- design_volume: 79800
- surface_area: 12028
- moment_of_inertia_xx: 16.755
- moment_of_inertia_yy: 16.755
- moment_of_inertia_zz: 1.8225
- pack_nominal_voltage: 3.7
- pack_terminal_voltage_end: 2.49651
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 10
- context_tokens: 3126
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "22: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "23: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "24: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "25: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "26: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "27: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "28: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "29: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "30: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'),), connections=(), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 30 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 30
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 7,463 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 2
- connection_count: 1
- design_width: 48
- design_depth: 38
- design_height: 75
- design_cost: 20
- design_volume: 136800
- surface_area: 16548
- moment_of_inertia_xx: 33.51
- moment_of_inertia_yy: 42.51
- moment_of_inertia_zz: 12.645
- pack_nominal_voltage: 7.4
- pack_terminal_voltage_end: 4.99302
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 20
- context_tokens: 2283
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=1, y=0, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=3, resistance_ohm=0.0001),), pack_positive_terminal_id=1, pack_negative_terminal_id=2)
- available_transitions: ["0: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 2), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: remove_cell((('cell_id', 0),))", "31: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 0)))", "32: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "33: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "34: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 0)))", "35: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "36: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "37: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 1)))", "38: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "39: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "40: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 1)))", "41: remove_cell((('cell_id', 1),))", "42: move_cell((('cell_id', 1), ('x', 2), ('y', 0), ('z', 0)))", "43: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 0)))", "44: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 0)))", "45: move_cell((('cell_id', 1), ('x', 2), ('y', 1), ('z', 0)))", "46: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 1)))", "47: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 1)))", "48: move_cell((('cell_id', 1), ('x', 2), ('y', 0), ('z', 1)))", "49: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 1)))", "50: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 1)))", "51: move_cell((('cell_id', 1), ('x', 2), ('y', 1), ('z', 1)))", "52: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "53: add_connection((('from_terminal_id', 0), ('to_terminal_id', 2)))", "54: add_connection((('from_terminal_id', 1), ('to_terminal_id', 2)))", "55: add_connection((('from_terminal_id', 1), ('to_terminal_id', 3)))", "56: add_connection((('from_terminal_id', 2), ('to_terminal_id', 3)))", "57: remove_connection((('connection_id', 0),))", "58: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "59: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 2)))", "60: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 3)))", "61: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))", "62: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 2)))", "63: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 3)))", "64: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 0)))", "65: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 1)))", "66: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 3)))", "67: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 0)))", "68: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 1)))", "69: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 2)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=1, y=0, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=3, resistance_ohm=0.0001),), pack_positive_terminal_id=1, pack_negative_terminal_id=2)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Randomly exploring grammar transition 2 to build structural diversity.
</reasoning>
<actions>
[
{
"type": "CHOOSE_TRANSITION",
"transition_index": 2
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 11,961 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 2
- connection_count: 1
- design_width: 48
- design_depth: 38
- design_height: 75
- design_cost: 20
- design_volume: 136800
- surface_area: 16548
- moment_of_inertia_xx: 33.51
- moment_of_inertia_yy: 42.51
- moment_of_inertia_zz: 12.645
- pack_nominal_voltage: 7.4
- pack_terminal_voltage_end: 4.99302
- delivered_capacity_ah: 0.816667
- max_cell_current_a: 60
- min_cell_voltage_v: 2.49651
- solver_steps: 49
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 20
- context_tokens: 2073
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=1, y=0, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=1, to_terminal_id=2, resistance_ohm=0.0001),), pack_positive_terminal_id=3, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 2), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 0), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 2), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 2), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 3), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 2), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: remove_cell((('cell_id', 0),))", "31: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 0)))", "32: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 0)))", "33: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "34: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 0)))", "35: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "36: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "37: move_cell((('cell_id', 0), ('x', 2), ('y', 0), ('z', 1)))", "38: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "39: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "40: move_cell((('cell_id', 0), ('x', 2), ('y', 1), ('z', 1)))", "41: remove_cell((('cell_id', 1),))", "42: move_cell((('cell_id', 1), ('x', 2), ('y', 0), ('z', 0)))", "43: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 0)))", "44: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 0)))", "45: move_cell((('cell_id', 1), ('x', 2), ('y', 1), ('z', 0)))", "46: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 1)))", "47: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 1)))", "48: move_cell((('cell_id', 1), ('x', 2), ('y', 0), ('z', 1)))", "49: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 1)))", "50: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 1)))", "51: move_cell((('cell_id', 1), ('x', 2), ('y', 1), ('z', 1)))", "52: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "53: add_connection((('from_terminal_id', 0), ('to_terminal_id', 2)))", "54: add_connection((('from_terminal_id', 0), ('to_terminal_id', 3)))", "55: add_connection((('from_terminal_id', 1), ('to_terminal_id', 3)))", "56: add_connection((('from_terminal_id', 2), ('to_terminal_id', 3)))", "57: remove_connection((('connection_id', 0),))", "58: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "59: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 2)))", "60: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 3)))", "61: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))", "62: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 2)))", "63: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 3)))", "64: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 0)))", "65: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 1)))", "66: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 3)))", "67: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 0)))", "68: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 1)))", "69: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 2)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=1, y=0, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=1, to_terminal_id=2, resistance_ohm=0.0001),), pack_positive_terminal_id=3, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
Add a second 18650 in series by tying its negative to the existing pack positive and promoting its positive as the new pack positive. This doubles pack nominal and end-of-discharge voltage without increasing per-cell current, improving electrical feasibility with minimal geometric growth.
</reasoning>
<actions>
[
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": 1
}
}
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 12,286 |
<problem_description>
Discrete grammar transition problem.
</problem_description>
<design_goals>
</design_goals>
<current_state>
Current Performance Metrics:
- cell_count: 2
- connection_count: 2
- design_width: 28
- design_depth: 55.3205
- design_height: 75
- design_cost: 20
- design_volume: 116173
- surface_area: 15596
- moment_of_inertia_xx: 40.26
- moment_of_inertia_yy: 35.76
- moment_of_inertia_zz: 12.645
- pack_nominal_voltage: 3.7
- pack_terminal_voltage_end: 2.49563
- delivered_capacity_ah: 4.6
- max_cell_current_a: 30
- min_cell_voltage_v: 2.49563
- solver_steps: 276
- pybamm_ran: 1
- is_feasible: 0
- objective_value: 20
- context_tokens: 3733
- branching_factor: 1
Current Design State:
- state_repr: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=2, resistance_ohm=0.0001), BatteryConnection(connection_id=1, from_terminal_id=1, to_terminal_id=3, resistance_ohm=0.0001)), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
- available_transitions: ["0: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "1: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "2: add_cell((('x', 1), ('y', 0), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "3: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "4: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "5: add_cell((('x', 1), ('y', 1), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "6: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "7: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "8: add_cell((('x', 0), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "9: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "10: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "11: add_cell((('x', 1), ('y', 2), ('z', 0), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "12: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "13: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "14: add_cell((('x', 0), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "15: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "16: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "17: add_cell((('x', 1), ('y', 0), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "18: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "19: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "20: add_cell((('x', 0), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "21: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "22: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "23: add_cell((('x', 1), ('y', 1), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "24: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "25: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "26: add_cell((('x', 0), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "27: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', False)))", "28: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', 1), ('connect_positive_to_terminal_id', None), ('use_negative_as_pack_terminal', False), ('use_positive_as_pack_terminal', True)))", "29: add_cell((('x', 1), ('y', 2), ('z', 1), ('connect_negative_to_terminal_id', None), ('connect_positive_to_terminal_id', 0), ('use_negative_as_pack_terminal', True), ('use_positive_as_pack_terminal', False)))", "30: remove_cell((('cell_id', 0),))", "31: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 0)))", "32: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 0)))", "33: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 0)))", "34: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 0)))", "35: move_cell((('cell_id', 0), ('x', 0), ('y', 0), ('z', 1)))", "36: move_cell((('cell_id', 0), ('x', 1), ('y', 0), ('z', 1)))", "37: move_cell((('cell_id', 0), ('x', 0), ('y', 1), ('z', 1)))", "38: move_cell((('cell_id', 0), ('x', 1), ('y', 1), ('z', 1)))", "39: move_cell((('cell_id', 0), ('x', 0), ('y', 2), ('z', 1)))", "40: move_cell((('cell_id', 0), ('x', 1), ('y', 2), ('z', 1)))", "41: remove_cell((('cell_id', 1),))", "42: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 0)))", "43: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 0)))", "44: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 0)))", "45: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 0)))", "46: move_cell((('cell_id', 1), ('x', 0), ('y', 0), ('z', 1)))", "47: move_cell((('cell_id', 1), ('x', 1), ('y', 0), ('z', 1)))", "48: move_cell((('cell_id', 1), ('x', 0), ('y', 1), ('z', 1)))", "49: move_cell((('cell_id', 1), ('x', 1), ('y', 1), ('z', 1)))", "50: move_cell((('cell_id', 1), ('x', 0), ('y', 2), ('z', 1)))", "51: move_cell((('cell_id', 1), ('x', 1), ('y', 2), ('z', 1)))", "52: add_connection((('from_terminal_id', 0), ('to_terminal_id', 1)))", "53: add_connection((('from_terminal_id', 0), ('to_terminal_id', 3)))", "54: add_connection((('from_terminal_id', 1), ('to_terminal_id', 2)))", "55: add_connection((('from_terminal_id', 2), ('to_terminal_id', 3)))", "56: remove_connection((('connection_id', 0),))", "57: remove_connection((('connection_id', 1),))", "58: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 1)))", "59: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 2)))", "60: set_pack_terminals((('positive_terminal_id', 0), ('negative_terminal_id', 3)))", "61: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 0)))", "62: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 2)))", "63: set_pack_terminals((('positive_terminal_id', 1), ('negative_terminal_id', 3)))", "64: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 0)))", "65: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 1)))", "66: set_pack_terminals((('positive_terminal_id', 2), ('negative_terminal_id', 3)))", "67: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 0)))", "68: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 1)))", "69: set_pack_terminals((('positive_terminal_id', 3), ('negative_terminal_id', 2)))"]
- _internal_obj: BatteryCircuitState(cells=(BatteryCellInstance(cell_id=0, positive_terminal_id=1, negative_terminal_id=0, x=0, y=0, z=0, cell_model_key='18650_default'), BatteryCellInstance(cell_id=1, positive_terminal_id=3, negative_terminal_id=2, x=0, y=1, z=0, cell_model_key='18650_default')), connections=(BatteryConnection(connection_id=0, from_terminal_id=0, to_terminal_id=2, resistance_ohm=0.0001), BatteryConnection(connection_id=1, from_terminal_id=1, to_terminal_id=3, resistance_ohm=0.0001)), pack_positive_terminal_id=1, pack_negative_terminal_id=0)
</current_state>
<available_actions>
You MUST propose modifications by supplying JSON objects that strictly adhere to one of the following schemas:
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": "int"
}
}
}
</available_actions>
<formatting_instructions>
Provide exactly 1 independent proposal(s).
Each proposal should contain up to 1 action(s).
Return a JSON object conforming to this strict structure:
{
"proposals": [
{
"reasoning": "A brief, physics-informed explanation of why these actions will improve the design.",
"actions": [
{ /* Action matching the schema provided above */ }
]
}
]
}
</formatting_instructions>
<proposal>
<reasoning>
The pack is 2S1P and infeasible likely due to each cell dipping just below the cutoff under high current (60 A). Adding a second cell intended for parallel with cell 0 will later let us wire 2P per series leg, halving per-cell current, raising cell voltages under load, and improving feasibility. We start by placing the cell unconnected so we can wire it in parallel in subsequent steps.
</reasoning>
<actions>
[
{
"CHOOSE_TRANSITION": {
"description": "Select the index of the enumerated rule transition.",
"params": {
"transition_index": 3
}
}
}
]
</actions>
</proposal> | -1 | battery_pack_18650_open_ended | 12,556 |
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