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config/train_scp_classifier.yaml

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+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/filtered_ot__scp_vs_seed_data_fasttext
+      input_column: formatted_conversations
+      target_label: "__label__QA_doc"
+      filter_threshold: 0.5
+    input_ids:
+      - inference_strings