| operators: | |
| - id: negative_examples | |
| config: | |
| type: hf_source | |
| dataset: mlfoundations-dev/SCP_40k_R1_with_OT_verified | |
| split: train | |
| - id: inference_examples | |
| config: | |
| type: hf_source | |
| dataset: open-thoughts/Open-Thoughts-114k | |
| split: train | |
| - id: load_seed_code_multiple_samples_all_scale_up_16K | |
| config: | |
| type: hf_source | |
| dataset: mlfoundations-dev/seed_code_multiple_samples_all_scale_up_16K | |
| split: train | |
| - id: keep_only_converstations_load_seed_code_multiple_samples_all_scale_up_16K | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: [conversations] | |
| input_ids: | |
| - load_seed_code_multiple_samples_all_scale_up_16K | |
| - id: load_seed_math_multiple_samples_scale_up_majority_consensus_llm_verifier_real_run_16K | |
| config: | |
| type: hf_source | |
| dataset: mlfoundations-dev/seed_math_multiple_samples_scale_up_majority_consensus_llm_verifier_real_run_16K | |
| split: train | |
| - id: keep_only_converstations_load_seed_math_multiple_samples_scale_up_majority_consensus_llm_verifier_real_run_16K | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: [conversations] | |
| input_ids: | |
| - load_seed_math_multiple_samples_scale_up_majority_consensus_llm_verifier_real_run_16K | |
| - id: load_fasttext_mixing_domains_top_7_code | |
| config: | |
| type: hf_source | |
| dataset: mlfoundations-dev/fasttext_mixing_domains_top_7_code | |
| split: train | |
| - id: keep_only_converstations_load_fasttext_mixing_domains_top_7_code | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: [conversations] | |
| input_ids: | |
| - load_fasttext_mixing_domains_top_7_code | |
| - id: load_fasttext_mixing_domains_top_2 | |
| config: | |
| type: hf_source | |
| dataset: mlfoundations-dev/fasttext_mixing_domains_top_2 | |
| split: train | |
| - id: keep_only_converstations_load_fasttext_mixing_domains_top_2 | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: [conversations] | |
| input_ids: | |
| - load_fasttext_mixing_domains_top_2 | |
| - id: positive_examples | |
| config: | |
| type: mix | |
| input_ids: | |
| - keep_only_converstations_load_seed_code_multiple_samples_all_scale_up_16K | |
| - keep_only_converstations_load_seed_math_multiple_samples_scale_up_majority_consensus_llm_verifier_real_run_16K | |
| - keep_only_converstations_load_fasttext_mixing_domains_top_7_code | |
| - keep_only_converstations_load_fasttext_mixing_domains_top_2 | |
| - id: rename_columns | |
| config: | |
| type: function | |
| function: data_strategies.commons.change_tags | |
| function_config: | |
| conversation_column: conversations | |
| tags_to_change: | |
| human: user | |
| user: user | |
| gpt: assistant | |
| assistant: assistant | |
| input_ids: | |
| - positive_examples | |
| - id: formatted_pos_ex | |
| config: | |
| type: function | |
| function: data_strategies.32b_exploit.filter_out_scp.utils.conversation_array_to_string | |
| function_config: | |
| conversation_column: conversations | |
| flat_column_name: formatted_conversations | |
| input_ids: | |
| - rename_columns | |
| - id: formatted_neg_ex | |
| config: | |
| type: function | |
| function: data_strategies.32b_exploit.filter_out_scp.utils.conversation_array_to_string | |
| function_config: | |
| conversation_column: conversations | |
| flat_column_name: formatted_conversations | |
| input_ids: | |
| - negative_examples | |
| - id: formatted_inference_ex | |
| config: | |
| type: function | |
| function: data_strategies.32b_exploit.filter_out_scp.utils.conversation_array_to_string | |
| function_config: | |
| conversation_column: conversations | |
| flat_column_name: formatted_conversations | |
| input_ids: | |
| - inference_examples | |
| - id: pos_strings | |
| config: | |
| type: function | |
| function: data_strategies.commons.select_columns | |
| function_config: | |
| columns: [formatted_conversations] | |
| input_ids: | |
| - formatted_pos_ex | |
| - id: neg_strings | |
| config: | |
| type: function | |
| function: data_strategies.commons.select_columns | |
| function_config: | |
| columns: [formatted_conversations] | |
| input_ids: | |
| - formatted_neg_ex | |
| - id: inference_strings | |
| config: | |
| type: function | |
| function: data_strategies.commons.select_columns | |
| function_config: | |
| columns: [formatted_conversations] | |
| input_ids: | |
| - formatted_inference_ex | |
| - id: train_fasttext_classifier | |
| config: | |
| type: train_fasttext | |
| text_column: formatted_conversations | |
| positive_input_ids: | |
| - pos_strings | |
| negative_input_ids: | |
| - neg_strings | |
| dim: 256 | |
| epoch: 10 | |
| lr: 0.01 | |
| word_ngrams: 3 | |
| min_count: 3 | |
| hf_repo_id: mlfoundations-dev/scp_vs_seed_data_fasttext_classifier | |
| input_ids: | |
| - pos_strings | |
| - neg_strings | |
| - id: classify_fasttext | |
| config: | |
| type: fasttext | |
| hf_repo_id: mlfoundations-dev/scp_vs_seed_data_fasttext_classifier | |
| input_column: formatted_conversations | |
| target_label: "__label__QA_doc" | |
| filter_threshold: 0.5 | |
| input_ids: | |
| - inference_strings |