File size: 1,967 Bytes
fee4de1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 | operators:
- id: load_stackexchange_codegolf
config:
type: load_preexisting
framework_name: stackexchange_code_golf_reorg_cache
- id: evolution_prompt
config:
type: function
require_all_responses: False
function: data_strategies.EvolInstruct.utils.prompts_for_evolving_instructions_no_input
function_config:
input_instruction_column: instruction
output_prompt_column: instruction_evolution_prompt
input_ids:
- load_stackexchange_codegolf
- id: sample_dataset
config:
type: function
function: data_strategies.commons.uniform_sample_limited
function_config:
num_samples: 150 # 1.25% of 12000 target from stage 1
input_ids:
- evolution_prompt
- id: evolve_instruction
input_ids:
- sample_dataset
config:
type: completions
map: chat
map_config:
user_message_column: instruction_evolution_prompt
output_column: evolved_instruction
model: gpt-4o-mini
top_p: 0.95
batch: False
- id: annotate_instruction
input_ids:
- evolve_instruction
config:
type: completions
map: chat
require_all_responses: False
map_config:
user_message_column: evolved_instruction
output_column: completion
model: gpt-4o-mini
top_p: 0.95
batch: False
- id: select_columns
config:
type: function
function: data_strategies.commons.select_columns
function_config:
columns:
- evolved_instruction
- completion
input_ids:
- annotate_instruction
- id: to_sharegpt
config:
type: function
function: data_strategies.commons.convert_instruction_response_to_sharegpt
function_config:
input_instruction_column: evolved_instruction
input_response_column: completion
output_sharegpt_column: conversations
input_ids:
- select_columns |