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- id: load_hf_python
config:
type: hf_source
dataset: nampdn-ai/tiny-codes
split: train
trust_remote_code: True
- id: drop_columns
config:
type: function
function: data_strategies.commons.remove_columns
function_config:
columns:
- main_topic
- subtopic
- adjective
- action_verb
- scenario
- target_audience
- programming_language
- common_sense_topic
- idx
input_ids:
- load_hf_python
- id: rename_task_column
config:
type: function
function: data_strategies.commons.force_rename_columns
function_config:
column_maps:
prompt: response_seed
response: instruction_seed
input_ids:
- drop_columns
- id: sample_dataset
config:
type: function
function: data_strategies.commons.uniform_sample_limited
function_config:
num_samples: 50000 # 1.25% of 10000 target from stage 1
input_ids:
- rename_task_column
- id: annotate
config:
type: completions
map: chat
map_config:
system_message: "You are a helpful assistant."
user_message_column: instruction_seed
output_column: response
model: gpt-4o-mini
temperature: 1.0
require_all_responses: False
batch: True
input_ids:
- sample_dataset |