| operators: |
| - id: hf_source_taco |
| config: |
| type: hf_source |
| dataset: mlfoundations-dev/bespokelabs-sky-t1-taco-rejection-sampled |
| split: train |
| - id: hf_source_leetcode |
| config: |
| type: hf_source |
| dataset: Asap7772/leetcode-rosetta-processed-with-test-cases |
| split: train |
| - id: rename_task_column_leetcode |
| config: |
| type: function |
| function: data_strategies.commons.force_rename_columns |
| function_config: |
| column_maps: |
| content: question |
| input_ids: |
| - hf_source_leetcode |
|
|
| - id: hf_source_bad_seed_code_reflect |
| config: |
| type: load_preexisting |
| framework_name: reflection |
| - id: hf_source_bad_seed_code_octo |
| config: |
| type: load_preexisting |
| framework_name: octopack_sft |
| - id: rename_task_column |
| config: |
| type: function |
| function: data_strategies.commons.force_rename_columns |
| function_config: |
| column_maps: |
| instruction_seed: question |
| input_ids: |
| - hf_source_bad_seed_code_octo |
| - hf_source_bad_seed_code_reflect |
|
|
| - id: calc_embeddings_positive |
| config: |
| type: gpu_function |
| num_gpus: 1 |
| num_shards: 1 |
| sharded: true |
| function: data_strategies.commons.calc_sentence_transformers_embedding |
| function_config: |
| text_column: question |
| model_name: intfloat/multilingual-e5-large-instruct |
| input_ids: |
| - rename_task_column_leetcode |
| - hf_source_taco |
|
|
| - id: force_merge_shards_positive |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_fixed |
| function_config: |
| num_samples: 1_000_000 |
| input_ids: |
| - calc_embeddings_positive |
|
|
| - id: calc_embeddings_negative |
| config: |
| type: gpu_function |
| num_gpus: 1 |
| num_shards: 1 |
| sharded: true |
| function: data_strategies.commons.calc_sentence_transformers_embedding |
| function_config: |
| text_column: question |
| model_name: intfloat/multilingual-e5-large-instruct |
| input_ids: |
| - rename_task_column |
|
|
| - id: force_merge_shards_negative |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_fixed |
| function_config: |
| num_samples: 1_000_000 |
| input_ids: |
| - calc_embeddings_negative |
|
|
| - id: seed_code_load_in |
| config: |
| type: load_preexisting |
| framework_name: seed_code_load_in |
|
|
| - id: get_dolphin |
| config: |
| type: function |
| function: data_strategies.commons.select_rows |
| function_config: |
| conditions: |
| source: "dolphin" |
| input_ids: |
| - seed_code_load_in |
| - id: calc_embeddings_dolphin |
| config: |
| type: gpu_function |
| num_gpus: 1 |
| num_shards: 8 |
| sharded: true |
| function: data_strategies.commons.calc_sentence_transformers_embedding |
| function_config: |
| text_column: instruction_seed |
| model_name: intfloat/multilingual-e5-large-instruct |
| input_ids: |
| - get_dolphin |
|
|
| - id: force_merge_shards_actual |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_fixed |
| function_config: |
| num_samples: 1_000_000 |
| input_ids: |
| - calc_embeddings_dolphin |
| - id: calc_embedding_difference_dolphin |
| config: |
| type: high_memory_function |
| memory: 210 |
| function: data_strategies.InstructionFiltering.EmbeddingFilter.utils.calc_embedding_score_mean |
| function_config: |
| embedding_column: embeddings |
| positive_embedding_column: embeddings |
| negative_embedding_column: embeddings |
| input_dataset_map: |
| dataset: force_merge_shards_actual |
| negative_dataset: force_merge_shards_negative |
| positive_dataset: force_merge_shards_positive |
| input_ids: |
| - force_merge_shards_actual |
| - force_merge_shards_negative |
| - force_merge_shards_positive |
| - id: select_to_be_used_dolphin |
| config: |
| type: function |
| function: data_strategies.InstructionFiltering.AskLLM.utils.filter_rank |
| function_config: |
| top_percentage: 0.10 |
| rating_column: difference_score |
| input_ids: |
| - calc_embedding_difference_dolphin |
| - id: sample_dataset_dolphin |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_fixed |
| function_config: |
| num_samples: 4_000 |
| input_ids: |
| - select_to_be_used_dolphin |
|
|
