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.gitattributes

@@ -52,3 +52,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+guanaco.jsonl filter=lfs diff=lfs merge=lfs -text

derive_guancao.py

@@ -0,0 +1,55 @@
+import json
+import logging
+
+import pandas as pd
+from datasets import load_dataset, Dataset
+
+train_dataset = load_dataset("OpenAssistant/oasst1")["train"]
+
+
+def get_children(df, parent_ids):
+    children = df[df['parent_id'].isin(parent_ids)]
+    return children.sort_values('rank', ascending=True).drop_duplicates('parent_id')
+
+
+def trace_conversations(df, parent_ids):
+    conversations = []
+    children = get_children(df, parent_ids)
+
+    while not children.empty:
+        conversations.extend(children.to_dict('records'))
+        parent_ids = children['message_id']
+        children = get_children(df, parent_ids)
+
+    return conversations
+
+# Convert the HuggingFace's dataset to pandas dataframe
+df = pd.DataFrame.from_records(train_dataset)
+
+# Get the root nodes
+root_nodes = df[df['parent_id'].isnull()]
+
+conversations = []
+for idx, root in root_nodes.iterrows():
+    conversation_chain = [root.to_dict()]
+    conversation_chain.extend(trace_conversations(df, [root['message_id']]))
+    conversations.append(conversation_chain)
+
+# Select only necessary columns for each conversation
+for conversation in conversations:
+    for message in conversation:
+        keys_to_delete = set(message.keys()) - {'message_id', 'parent_id', 'role', 'text'}
+        for key in keys_to_delete:
+            del message[key]
+
+# Create a new dataframe with only the 'conversations' field
+result_df = pd.DataFrame({'conversations': conversations})
+
+# Convert dataframe back to HuggingFace's dataset
+result_dataset = Dataset.from_pandas(result_df)
+
+logging.info(result_dataset)
+
+with open("guanaco.jsonl", "w") as f:
+    for row in result_dataset:
+        f.write(json.dumps(row))

guanaco.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:109f3b5c63c30a340bec3a30bda94b22f8c05c1df1073623be8a6467270f8672
+size 24376150