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config/seed_code_share_gpt_code.yaml

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+operators:
+- id: load_hf_python
+  config:
+    type: hf_source
+    dataset: ajibawa-2023/Code-290k-ShareGPT
+    split: train
+    trust_remote_code: True
+- id: clean_up
+  config:
+    type: function
+    function: data_strategies.SeedCodeData.utils.sharegpt_instruct_map
+  input_ids:
+  - load_hf_python
+- id: rename_task_column
+  config:
+    type: function
+    function: data_strategies.commons.keep_only_columns
+    function_config:
+      columns_to_keep:
+      - response_seed
+      - instruction_seed
+  input_ids:
+  - clean_up
+- id: sample_dataset
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_limited
+    function_config:
+      num_samples: 1_000_000  # 1.25% of 10000 target from stage 1
+  input_ids:
+  - rename_task_column
+- id: classify
+  config:
+    type: fasttext
+    num_cpus: 32
+    hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_code_pos_leetcode_taco_neg_reflection_octopack
+    input_column: instruction_seed
+    target_label: "__label__QA_doc"
+    top_percentage_ranking: 10
+  input_ids:
+   - sample_dataset
+- id: keep_only
+  config:
+    type: function
+    function: data_strategies.commons.keep_only_columns
+    function_config:
+      columns_to_keep:    
+        - instruction_seed
+  input_ids:
+  - classify
+- id: _add_source
+  config:
+    type: function
+    function: data_strategies.commons.add_constant_columns
+    function_config:
+      source: "share_gpt_code"
+  input_ids:
+  - keep_only