From f820891c6019dc7ff8b0418b342c3ce3bcf21409 Mon Sep 17 00:00:00 2001 From: Chang She <759245+changhiskhan@users.noreply.github.com> Date: Wed, 1 Feb 2023 14:25:02 -0800 Subject: [PATCH 1/3] update main github readme --- README.md | 118 ++++++++++++++++++++++++++++++++--------------- img.png | Bin 0 -> 99617 bytes img_1.png | Bin 0 -> 26126 bytes python/README.md | 35 ++++++++++---- 4 files changed, 108 insertions(+), 45 deletions(-) create mode 100644 img.png create mode 100644 img_1.png diff --git a/README.md b/README.md index c571f66ed5..005f1f587d 100644 --- a/README.md +++ b/README.md @@ -10,11 +10,9 @@ DiscordTwitter -![CI](https://github.com/eto-ai/lance/actions/workflows/cpp.yml/badge.svg) +![CI](https://github.com/eto-ai/lance/actions/workflows/rust.yml/badge.svg) [![Docs](https://img.shields.io/badge/docs-passing-brightgreen)](https://eto-ai.github.io/lance/) ![Python versions](https://img.shields.io/pypi/pyversions/pylance) - -Lance Basic Query Visualizing Misclassifications

@@ -27,71 +25,121 @@ Lance makes machine learning workflows with ML data easy (images, videos, point * Version, compare and diff ML datasets easily. +* Search for nearest neighbors in under 1 millisecond. + * (Coming soon) visualize, slice and drill-into datasets to inspect embeddings, labels/annotations and metrics. Lance is powered by Lance Format, an Apache-Arrow compatible columnar data format which is an alternative to Parquet, Iceberg and Delta. Lance has 50-100x faster query performance for ML data. + ## Quick Start + +**Converting to Lance** + +```python +import lance + +import pandas as pd +import pyarrow as pa +import pyarrow.dataset + +df = pd.DataFrame({"a": [5], "b": [10]}) +uri = "/tmp/test.parquet" +tbl = pa.Table.from_pandas(df) +pa.dataset.write_dataset(tbl, uri, format='parquet') + +parquet = pa.dataset.dataset(uri, format='parquet') +lance.write_dataset(parquet, "/tmp/test.lance") ``` -pip install pylance + +**Reading Lance data** +```python +dataset = lance.dataset("/tmp/test.lance") +assert isinstance(dataset, pa.dataset.Dataset) ``` -Thanks to its Apache Arrow-first APIs, `lance` can be used as a native `Arrow` extension. -For example, it enables users to directly use `DuckDB` to analyze lance dataset -via [DuckDB's Arrow integration](https://duckdb.org/docs/guides/python/sql_on_arrow). +**Pandas** +```python +df = dataset.to_table().to_pandas() +df +``` +**DuckDB** ```python -# pip install pylance duckdb -import lance import duckdb -# Understand Label distribution of Oxford Pet Dataset -ds = lance.dataset("s3://eto-public/datasets/oxford_pet/oxford_pet.lance") -duckdb.query('select class, count(1) from ds group by 1').to_arrow_table() +tbl = dataset.to_table() # next release of duckdb will have pushdowns enabled +duckdb.query("SELECT * FROM tbl LIMIT 10").to_df() ``` -You can easily import a DataFrame or a Parquet file to Lance using Apache Arrow-first APIs: +**Vector search** + +Download an indexed [sift dataset](https://eto-public.s3.us-west-2.amazonaws.com/datasets/sift/sift_ivf256_pq16.tar.gz), +and unzip it into `vec_data.lance` ```python -import pyarrow as pa +# Get top 10 similar vectors +import lance +import duckdb +import numpy as np -# Import a pandas DataFrame to Lance -tbl = pa.Table.from_pandas(my_dataframe) -lance.write_dataset(tbl, '/tmp/my_dataframe.lance') +uri = "vec_data.lance" +dataset = lance.dataset(uri) -# Import a Parquet file to Lance -parquet_dataset = ds.dataset('/tmp/hello.parquet') -lance.write_dataset(parquet_dataset, '/tmp/hello.lance') -``` +# Sample 100 query vectors +tbl = dataset.to_table() +sample = duckdb.query("SELECT vector FROM tbl USING SAMPLE 100").to_df() +query_vectors = np.array([np.array(x) for x in sample.vector]) -For more details, read our [documentation](https://eto-ai.github.io/lance/notebooks/02_creating_lance_datasets.html). +# Get nearest neighbors for all of them +rs = [dataset.to_table(nearest={"column": "vector", + "k": 10, + "q": query_vectors[i, :]}) + for i in range(query_vectors.shape[0])] +``` -## Important directories +## Directory structure -| Directory | Description | -|--------------------------------------------|----------------------------------------| -| [cpp](./cpp) | Core Lance Format | -| [python](./python) | Python SDK (Pylance) | -| [notebooks](./python/notebooks) | Jupyter Notebooks | -| [duckdb extension](./integration/duckdb) | Lance Duckdb extension | +| Directory | Description | +|--------------------|--------------------------| +| [rust](./rust) | Core Rust implementation | +| [python](./python) | Python bindings (pyo3) | +| [docs](./docs) | Documentation source | ## What makes Lance different -Here we will highlight a few aspects of Lance’s design. For more details, see the full [Lance design document](https://docs.google.com/document/d/1kknVcqRK65YqGkKASuQ40apr2A2DyK0Qtx5nhCPCdqQ/edit). +Here we will highlight a few aspects of Lance’s design. For more details, see the full [Lance design document](https://eto-ai.github.io/lance/format.html). **Encodings**: to achieve both fast columnar scan and sub-linear point queries, Lance uses custom encodings and layouts. **Nested fields**: Lance stores each subfield as a separate column to support efficient filters like “find images where detected objects include cats”. -**Versioning / updates** (ROADMAP): a Manifest can be used to record snapshots. Updates are supported via write-ahead logs. +**Versioning**: a Manifest can be used to record snapshots. Currently we support creating new versions automatically via appends, overwrites, and index creation + +**Fast updates** (ROADMAP): Updates will be supported via write-ahead logs. + +**Vector index**: Vector index for similarity search over embedding space -**Secondary Indices** (ROADMAP): - - Vector index for similarity search over embedding space +**Rich secondary indices** (ROADMAP): - Inverted index for fuzzy search over many label / annotation fields ## Benchmarks +### Vector search + +We used the sift dataset to benchmark our results with 1M vectors of 128D + +1. For 100 randomly sampled query vectors, we get <1ms average response time (on a 2023 m2 macbook air) + +![img.png](img.png) + +2. ANN is always a trade-off between recall and performance + +![img_1.png](img_1.png) + +### Vs parquet + We create a Lance dataset using the Oxford Pet dataset to do some preliminary performance testing of Lance as compared to Parquet and raw image/xmls. For analytics queries, Lance is 50-100x better than reading the raw metadata. For batched random access, Lance is 100x better than both parquet and raw files. ![](docs/lance_perf.png) @@ -138,6 +186,4 @@ A comparison of different data formats in each stage of ML development cycle. ## Presentations and Talks -* [Lance: A New Columnar Data Format](https://docs.google.com/presentation/d/1a4nAiQAkPDBtOfXFpPg7lbeDAxcNDVKgoUkw3cUs2rE/edit#slide=id.p) - . - [Scipy 2022, Austin, TX](https://www.scipy2022.scipy.org/posters). July, 2022. +* [Lance: A New Columnar Data Format](https://docs.google.com/presentation/d/1a4nAiQAkPDBtOfXFpPg7lbeDAxcNDVKgoUkw3cUs2rE/edit#slide=id.p), [Scipy 2022, Austin, TX](https://www.scipy2022.scipy.org/posters). 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zfof`M=7E8YGr4}j{us{)(K>kVB*Vi8x6dZ>f{r!8}o!CEY zL$k56Qg>4B|8ZnQCIu+ZWN_0p(Wt~S1WSv)giqol0-Erm%Y zC`2Ht6MW5>2g$Hzi@#c4B#CtOR{!h|lr$<}s8Mu@{Gb1pXraI9N)mqkYzOaop)fH( K>DTCDV*UezP4W2v literal 0 HcmV?d00001 diff --git a/python/README.md b/python/README.md index 7e2bdc27c8..fbb4d20991 100644 --- a/python/README.md +++ b/python/README.md @@ -29,10 +29,15 @@ pip install pylance ```python import lance +import pandas as pd import pyarrow as pa import pyarrow.dataset -uri = "/path/to/parquet" +df = pd.DataFrame({"a": [5], "b": [10]}) +uri = "/tmp/test.parquet" +tbl = pa.Table.from_pandas(df) +pa.dataset.write_dataset(tbl, uri, format='parquet') + parquet = pa.dataset.dataset(uri, format='parquet') lance.write_dataset(parquet, "/tmp/test.lance") ``` @@ -58,19 +63,31 @@ duckdb.query("SELECT * FROM tbl LIMIT 10").to_df() **Vector search** +Download an indexed [sift dataset](https://eto-public.s3.us-west-2.amazonaws.com/datasets/sift/sift_ivf256_pq16.tar.gz), +and unzip it into `vec_data.lance` + ```python # Get top 10 similar vectors +import lance +import duckdb import numpy as np -q = np.random.randn(128) # query vector -query = { - "column": "vector", # assume `emb` column is FixedSizeList of Float32 - "q": q, - "k": 10 -} -dataset.to_table(nearest=query).to_pandas() + +uri = "vec_data.lance" +dataset = lance.dataset(uri) + +# Sample 100 query vectors +tbl = dataset.to_table() +sample = duckdb.query("SELECT vector FROM tbl USING SAMPLE 100").to_df() +query_vectors = np.array([np.array(x) for x in sample.vector]) + +# Get nearest neighbors for all of them +rs = [dataset.to_table(nearest={"column": "vector", + "k": 10, + "q": query_vectors[i, :]}) + for i in range(query_vectors.shape[0])] ``` -For the fast indexing capability, you can download an indexed [sift dataset](https://eto-public.s3.us-west-2.amazonaws.com/datasets/sift/sift_ivf256_pq16.tar.gz), +For the fast indexing capability, you can and run the same code as above. We're working on a more convenient indexing tool via python. *More distance metrics, supported types, and compute integration coming From cdf4607080347f66486de63d36b6d09d576da1fd Mon Sep 17 00:00:00 2001 From: Chang She <759245+changhiskhan@users.noreply.github.com> Date: Wed, 1 Feb 2023 16:22:46 -0800 Subject: [PATCH 2/3] address comments --- README.md | 4 ++-- docs/avg_latency.png | Bin 0 -> 76892 bytes img_1.png => docs/recall_vs_latency.png | Bin img.png | Bin 99617 -> 0 bytes 4 files changed, 2 insertions(+), 2 deletions(-) create mode 100644 docs/avg_latency.png rename img_1.png => docs/recall_vs_latency.png (100%) delete mode 100644 img.png diff --git a/README.md b/README.md index 005f1f587d..fbd1e3eac7 100644 --- a/README.md +++ b/README.md @@ -132,11 +132,11 @@ We used the sift dataset to benchmark our results with 1M vectors of 128D 1. For 100 randomly sampled query vectors, we get <1ms average response time (on a 2023 m2 macbook air) -![img.png](img.png) +![avg_latency.png](docs/avg_latency.png) 2. 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