claude-os/app/test_ollama_embedding.py
2025-10-24 16:17:47 -05:00

41 lines
1.2 KiB
Python

"""
Test what Ollama returns for embeddings.
Run with: docker exec code-forge-app python3 /workspace/app/test_ollama_embedding.py
"""
import os
from llama_index.embeddings.ollama import OllamaEmbedding
def main():
print("=" * 60)
print("Ollama Embedding Test")
print("=" * 60)
# Initialize Ollama embeddings
embed_model = OllamaEmbedding(
model_name="nomic-embed-text",
base_url="http://ollama:11434"
)
# Generate embedding
print("\n📊 Generating embedding for test query...")
query = "how do the basic appointments work in pistn?"
embedding = embed_model.get_text_embedding(query)
print(f"\n✅ Embedding generated!")
print(f" Type: {type(embedding)}")
print(f" Length: {len(embedding)}")
print(f" First 5 values: {embedding[:5]}")
print(f" Data types of first 5: {[type(x) for x in embedding[:5]]}")
# Test string conversion
print("\n🧪 Testing string conversion...")
embedding_str = "[" + ",".join(map(str, embedding)) + "]"
print(f" String (first 100 chars): {embedding_str[:100]}")
print(f" String (last 50 chars): {embedding_str[-50:]}")
print("\n" + "=" * 60)
if __name__ == "__main__":
main()