v0.10.6 Better fp16 perf in python, fix memory issues in scalar indices

What's Changed

• feat: expose migration check by @wjones127 in #2074
• chore: loading HNSW levels in parallel by @BubbleCal in #2093
• chore: construct the dist table only once while searching by @BubbleCal in #2094
• feat: enable fp16kernels in Mac and x86 Linux Python wheels by @wjones127 in #2098
• feat: support IVF_HNSW index by @BubbleCal in #2080
• perf: create ood dataset in bigann benchmark by @eddyxu in #2084
• chore: fix the time unit in logs by @BubbleCal in #2101
• chore: dynamically detect the schema while shuffling data by @BubbleCal in #2105
• chore: expose find_partition method by @chebbyChefNEQ in #2106
• fix: very low recall on IVF_HNSW by @BubbleCal in #2104
• fix: load_partition return Error when partition_id out of bounds by @LeoReeYang in #2107
• chore: expose query residulization by @chebbyChefNEQ in #2108
• chore: move java core api to sub java module by @LuQQiu in #2115
• docs: update image_to_tensor to to_tensor by @vipul-maheshwari in #2116
• perf: independent parallel building for IVF_HNSW partitions by @BubbleCal in #2109
• chore: add example of IVF_HNSW by @BubbleCal in #2112
• perf: fully building HNSW partitions in parallel by @BubbleCal in #2117
• perf: load HNSW levels in parallel by @BubbleCal in #2111
• chore: drop data after copied to reduce memory footprint by @BubbleCal in #2120
• fix: populate index cache at the end of loading by @chebbyChefNEQ in #2123
• fix: use the fair spill pool instead of the greedy spill pool by @westonpace in #2126
• feat: support create IVF_HNSW_PQ index in Python by @BubbleCal in #2127
• feat: add scalar quantizer by @BubbleCal in #2134
• fix: the HNSW index doesn't respect to refine factor by @BubbleCal in #2122
• feat: add sq storage and transformer by @BubbleCal in #2135

New Contributors

• @LeoReeYang made their first contribution in #2107
• @vipul-maheshwari made their first contribution in #2116

Full Changelog: v0.10.5...v0.10.6