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hub / github.com/KCORES/vector-db-bench / load_data

Function load_data

scripts/load_data.py:121–159  ·  view source on GitHub ↗

Load all base vectors into the server. Args: server_url: Base URL of the target server. data_dir: Directory containing base vector JSON files. batch_size: Number of vectors per bulk_insert request. Returns: Total number of vectors inserted.

(server_url, data_dir, batch_size)

Source from the content-addressed store, hash-verified

119
120
121def load_data(server_url, data_dir, batch_size):
122 """Load all base vectors into the server.
123
124 Args:
125 server_url: Base URL of the target server.
126 data_dir: Directory containing base vector JSON files.
127 batch_size: Number of vectors per bulk_insert request.
128
129 Returns:
130 Total number of vectors inserted.
131 """
132 files = discover_base_vector_files(data_dir)
133 print(f"Found {len(files)} base vector file(s) in {data_dir}")
134
135 total_inserted = 0
136 total_vectors = 0
137 start_time = time.time()
138
139 for filepath in files:
140 print(f" Loading {os.path.basename(filepath)}...")
141 vectors = load_vectors_from_file(filepath)
142 total_vectors += len(vectors)
143
144 for i in range(0, len(vectors), batch_size):
145 batch = vectors[i : i + batch_size]
146 inserted = send_batch(server_url, batch)
147 total_inserted += inserted
148
149 elapsed = time.time() - start_time
150 rate = total_inserted / elapsed if elapsed > 0 else 0
151 print(
152 f" Inserted {total_inserted}/{total_vectors} vectors "
153 f"({elapsed:.1f}s elapsed, {rate:.0f} vec/s)",
154 flush=True,
155 )
156
157 elapsed = time.time() - start_time
158 print(f"\nLoad complete: {total_inserted} vectors inserted in {elapsed:.1f}s")
159 return total_inserted
160
161
162def main():

Callers 1

mainFunction · 0.85

Calls 3

send_batchFunction · 0.85
load_vectors_from_fileFunction · 0.70

Tested by

no test coverage detected