from test import TestCase, generate_random_vector import struct import redis.exceptions class DimensionValidation(TestCase): def getname(self): return "[regression] Dimension Validation with Projection" def estimated_runtime(self): return 0.5 def test(self): # Test scenario 1: Create a set with projection original_dim = 100 reduced_dim = 50 # Create the initial vector and set with projection vec1 = generate_random_vector(original_dim) vec1_bytes = struct.pack(f'{original_dim}f', *vec1) # Add first vector with projection result = self.redis.execute_command('VADD', self.test_key, 'REDUCE', reduced_dim, 'FP32', vec1_bytes, f'{self.test_key}:item:1') assert result == 1, "First VADD with REDUCE should return 1" # Check VINFO returns the correct projection information info = self.redis.execute_command('VINFO', self.test_key) info_map = {k.decode('utf-8'): v for k, v in zip(info[::2], info[1::2])} assert 'vector-dim' in info_map, "VINFO should contain vector-dim" assert info_map['vector-dim'] == reduced_dim, f"Expected reduced dimension {reduced_dim}, got {info['vector-dim']}" assert 'projection-input-dim' in info_map, "VINFO should contain projection-input-dim" assert info_map['projection-input-dim'] == original_dim, f"Expected original dimension {original_dim}, got {info['projection-input-dim']}" # Test scenario 2: Try adding a mismatched vector - should fail wrong_dim = 80 wrong_vec = generate_random_vector(wrong_dim) wrong_vec_bytes = struct.pack(f'{wrong_dim}f', *wrong_vec) # This should fail with dimension mismatch error try: self.redis.execute_command('VADD', self.test_key, 'REDUCE', reduced_dim, 'FP32', wrong_vec_bytes, f'{self.test_key}:item:2') assert False, "VADD with wrong dimension should fail" except redis.exceptions.ResponseError as e: assert "Input dimension mismatch for projection" in str(e), f"Expected dimension mismatch error, got: {e}" # Test scenario 3: Add a correctly-sized vector vec2 = generate_random_vector(original_dim) vec2_bytes = struct.pack(f'{original_dim}f', *vec2) # This should succeed result = self.redis.execute_command('VADD', self.test_key, 'REDUCE', reduced_dim, 'FP32', vec2_bytes, f'{self.test_key}:item:3') assert result == 1, "VADD with correct dimensions should succeed" # Check VSIM also validates input dimensions wrong_query = generate_random_vector(wrong_dim) try: self.redis.execute_command('VSIM', self.test_key, 'VALUES', wrong_dim, *[str(x) for x in wrong_query], 'COUNT', 10) assert False, "VSIM with wrong dimension should fail" except redis.exceptions.ResponseError as e: assert "Input dimension mismatch for projection" in str(e), f"Expected dimension mismatch error in VSIM, got: {e}"