From 3697e5ddb0642c3814eccacabfb6bf730d45df84 Mon Sep 17 00:00:00 2001 From: Greg Schoeninger Date: Thu, 12 Dec 2024 21:25:45 -0800 Subject: [PATCH 01/14] add interfaces and tests for nearest neighbors and embeddings --- oxen/Cargo.lock | 90 +++++++++--------- oxen/python/oxen/data_frame.py | 79 ++++++++++++++- oxen/python/oxen/ops/resize_images.py | 6 +- oxen/src/py_workspace_data_frame.rs | 62 +++++++++++- oxen/tests/conftest.py | 37 +++++++ .../chunk_embeddings.parquet | Bin 0 -> 3539774 bytes .../question_embeddings.parquet | Bin 0 -> 2470221 bytes oxen/tests/data/QuestionEmbeddings/smol.jsonl | 3 + oxen/tests/test_data_frame.py | 26 +++-- oxen/tests/test_embeddings.py | 50 ++++++++++ oxen/tests/test_sql_query.py | 26 +++++ 11 files changed, 318 insertions(+), 61 deletions(-) create mode 100644 oxen/tests/data/QuestionEmbeddings/chunk_embeddings.parquet create mode 100644 oxen/tests/data/QuestionEmbeddings/question_embeddings.parquet create mode 100644 oxen/tests/data/QuestionEmbeddings/smol.jsonl create mode 100644 oxen/tests/test_embeddings.py create mode 100644 oxen/tests/test_sql_query.py diff --git a/oxen/Cargo.lock b/oxen/Cargo.lock index 5aa916c..2bd0543 100644 --- a/oxen/Cargo.lock +++ b/oxen/Cargo.lock @@ -89,7 +89,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "e01ed3140b2f8d422c68afa1ed2e85d996ea619c988ac834d255db32138655cb" dependencies = [ "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -225,7 +225,7 @@ dependencies = [ "actix-router", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -403,7 +403,7 @@ checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -810,7 +810,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -877,7 +877,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -908,7 +908,7 @@ checksum = "c6fa2087f2753a7da8cc1c0dbfcf89579dd57458e36769de5ac750b4671737ca" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -1008,7 +1008,7 @@ dependencies = [ "regex", "rustc-hash 1.1.0", "shlex", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -1026,7 +1026,7 @@ dependencies = [ "regex", "rustc-hash 1.1.0", "shlex", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -1123,7 +1123,7 @@ dependencies = [ "proc-macro-crate", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", "syn_derive", ] @@ -1215,7 +1215,7 @@ checksum = "1ee891b04274a59bd38b412188e24b849617b2e45a0fd8d057deb63e7403761b" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -1583,9 +1583,9 @@ dependencies = [ [[package]] name = "core-foundation-sys" -version = "0.8.6" +version = "0.8.7" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "06ea2b9bc92be3c2baa9334a323ebca2d6f074ff852cd1d7b11064035cd3868f" +checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b" [[package]] name = "cpufeatures" @@ -1759,7 +1759,7 @@ dependencies = [ "proc-macro2", "quote", "rustc_version", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -1780,7 +1780,7 @@ dependencies = [ "convert_case 0.6.0", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", "unicode-xid", ] @@ -1898,7 +1898,7 @@ dependencies = [ "once_cell", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -2245,7 +2245,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -2816,7 +2816,7 @@ checksum = "c34819042dc3d3971c46c2190835914dfbe0c3c13f61449b2997f4e9722dfa60" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -3016,9 +3016,9 @@ dependencies = [ [[package]] name = "libc" -version = "0.2.155" +version = "0.2.168" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "97b3888a4aecf77e811145cadf6eef5901f4782c53886191b2f693f24761847c" +checksum = "5aaeb2981e0606ca11d79718f8bb01164f1d6ed75080182d3abf017e6d244b6d" [[package]] name = "libduckdb-sys" @@ -3255,7 +3255,7 @@ checksum = "28bd4b9d8a5af74808932492521cdd272019b056f75fcc70056bd2c09fceb550" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -3566,7 +3566,7 @@ checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -3707,7 +3707,7 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -3746,7 +3746,7 @@ dependencies = [ [[package]] name = "oxen" -version = "0.18.0" +version = "0.18.1" dependencies = [ "bindgen 0.70.1", "cc", @@ -3869,7 +3869,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -4552,9 +4552,9 @@ dependencies = [ [[package]] name = "proc-macro2" -version = "1.0.86" +version = "1.0.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5e719e8df665df0d1c8fbfd238015744736151d4445ec0836b8e628aae103b77" +checksum = "37d3544b3f2748c54e147655edb5025752e2303145b5aefb3c3ea2c78b973bb0" dependencies = [ "unicode-ident", ] @@ -4575,7 +4575,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a65f2e60fbf1063868558d69c6beacf412dc755f9fc020f514b7955fc914fe30" dependencies = [ "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -4688,7 +4688,7 @@ dependencies = [ "proc-macro2", "pyo3-macros-backend", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -4701,7 +4701,7 @@ dependencies = [ "proc-macro2", "pyo3-build-config", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -4981,7 +4981,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b" dependencies = [ "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -5057,7 +5057,7 @@ checksum = "bcc303e793d3734489387d205e9b186fac9c6cfacedd98cbb2e8a5943595f3e6" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -5496,7 +5496,7 @@ checksum = "500cbc0ebeb6f46627f50f3f5811ccf6bf00643be300b4c3eabc0ef55dc5b5ba" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -5829,7 +5829,7 @@ dependencies = [ "proc-macro2", "quote", "rustversion", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -5842,7 +5842,7 @@ dependencies = [ "proc-macro2", "quote", "rustversion", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -5864,9 +5864,9 @@ dependencies = [ [[package]] name = "syn" -version = "2.0.68" +version = "2.0.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "901fa70d88b9d6c98022e23b4136f9f3e54e4662c3bc1bd1d84a42a9a0f0c1e9" +checksum = "919d3b74a5dd0ccd15aeb8f93e7006bd9e14c295087c9896a110f490752bcf31" dependencies = [ "proc-macro2", "quote", @@ -5882,7 +5882,7 @@ dependencies = [ "proc-macro-error", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6028,7 +6028,7 @@ checksum = "46c3384250002a6d5af4d114f2845d37b57521033f30d5c3f46c4d70e1197533" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6133,7 +6133,7 @@ checksum = "5f5ae998a069d4b5aba8ee9dad856af7d520c3699e6159b185c2acd48155d39a" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6273,7 +6273,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6533,7 +6533,7 @@ dependencies = [ "once_cell", "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", "wasm-bindgen-shared", ] @@ -6567,7 +6567,7 @@ checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", "wasm-bindgen-backend", "wasm-bindgen-shared", ] @@ -6696,7 +6696,7 @@ checksum = "9107ddc059d5b6fbfbffdfa7a7fe3e22a226def0b2608f72e9d552763d3e1ad7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6707,7 +6707,7 @@ checksum = "29bee4b38ea3cde66011baa44dba677c432a78593e202392d1e9070cf2a7fca7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] @@ -6947,7 +6947,7 @@ checksum = "15e934569e47891f7d9411f1a451d947a60e000ab3bd24fbb970f000387d1b3b" dependencies = [ "proc-macro2", "quote", - "syn 2.0.68", + "syn 2.0.90", ] [[package]] diff --git a/oxen/python/oxen/data_frame.py b/oxen/python/oxen/data_frame.py index e031f40..c7fb496 100644 --- a/oxen/python/oxen/data_frame.py +++ b/oxen/python/oxen/data_frame.py @@ -82,7 +82,9 @@ def __init__( elif isinstance(remote, Workspace): self._workspace = remote else: - raise ValueError("Invalid remote type. Must be a string, RemoteRepo, or Workspace") + raise ValueError( + "Invalid remote type. Must be a string, RemoteRepo, or Workspace" + ) self._path = path # this will return an error if the data frame file does not exist @@ -93,7 +95,7 @@ def __repr__(self): name = f"{self._workspace._repo.namespace}/{self._workspace._repo.name}" return f"DataFrame(repo={name}, path={self._path})" - def size(self) -> (int, int): + def size(self) -> tuple[int, int]: """ Get the size of the data frame. Returns a tuple of (rows, columns) """ @@ -154,6 +156,79 @@ def insert_row(self, data: dict): data = json.dumps(data) return self.data_frame.insert_row(data) + def where_sql_from_dict(self, attributes: dict) -> str: + """ + Generate the SQL from the attributes. + """ + # df is the name of the data frame + sql = "" + i = 0 + for key, value in attributes.items(): + sql += f"{key} = '{value}'" + if i < len(attributes) - 1: + sql += " AND " + i += 1 + return sql + + def select_sql_from_dict( + self, attributes: dict, columns: Optional[List[str]] = None + ) -> str: + """ + Generate the SQL from the attributes. + """ + # df is the name of the data frame + sql = "SELECT " + if columns is not None: + sql += ", ".join(columns) + else: + sql += "*" + sql += " FROM df WHERE " + sql += self.where_sql_from_dict(attributes) + return sql + + def get_embeddings( + self, attributes: dict, column: str = "embedding" + ) -> List[float]: + """ + Get the embedding from the data frame. + """ + sql = self.select_sql_from_dict(attributes, columns=[column]) + result = self.data_frame.query(sql) + result = json.loads(result) + embeddings = [r[column] for r in result] + return embeddings + + def index_embeddings(self, column: str = "embedding"): + """ + Index the embeddings in the data frame. + """ + self.data_frame.index_embeddings(column) + + def nearest_neighbors( + self, find_embedding_where: dict, sort_by_similarity_to: str = "embedding" + ): + """ + Get the nearest neighbors to the embedding. + """ + find_embedding_where = self.where_sql_from_dict(find_embedding_where) + result = self.data_frame.nearest_neighbors( + find_embedding_where, sort_by_similarity_to + ) + result = json.loads(result) + return result + + def get_by(self, attributes: dict): + """ + Get a single row of data by attributes. + """ + # Write the SQL from the attributes + sql = self.select_sql_from_dict(attributes) + + # convert dict to json string + data = self.data_frame.query(sql) + data = json.loads(data) + return data + def get_row_by_id(self, id: str): """ Get a single row of data by id. diff --git a/oxen/python/oxen/ops/resize_images.py b/oxen/python/oxen/ops/resize_images.py index 3f09949..73d455f 100644 --- a/oxen/python/oxen/ops/resize_images.py +++ b/oxen/python/oxen/ops/resize_images.py @@ -45,9 +45,9 @@ def pad(self, image, size, inter=cv2.INTER_LINEAR): y_center = (size - old_height) // 2 # copy img image into center of result image - result[ - y_center : y_center + old_height, x_center : x_center + old_width - ] = resized + result[y_center : y_center + old_height, x_center : x_center + old_width] = ( + resized + ) return result.astype(image.dtype) diff --git a/oxen/src/py_workspace_data_frame.rs b/oxen/src/py_workspace_data_frame.rs index 3d061c9..981ec17 100644 --- a/oxen/src/py_workspace_data_frame.rs +++ b/oxen/src/py_workspace_data_frame.rs @@ -135,7 +135,67 @@ impl PyWorkspaceDataFrame { &self.workspace.id, &self.path, &opts - ).await + ).await + })?; + + // Extract the serde_json::Value from the JsonDataFrameView + let view = data.data_frame.unwrap().view.data; + + // convert json to String + let result: String = serde_json::to_string(&view).unwrap(); + Ok(result) + } + + /// Query the data frame using SQL + fn query(&self, sql: String) -> Result { + let mut opts = DFOpts::empty(); + opts.sql = Some(sql); + + let data = pyo3_asyncio::tokio::get_runtime() + .block_on(async { + api::client::workspaces::data_frames::get( + &self.workspace.repo.repo, + &self.workspace.id, + &self.path, + &opts + ).await + })?; + + // Extract the serde_json::Value from the JsonDataFrameView + let view = data.data_frame.unwrap().view.data; + + // convert json to String + let result: String = serde_json::to_string(&view).unwrap(); + Ok(result) + } + + fn index_embeddings(&self, column: String) -> Result<(), PyOxenError> { + pyo3_asyncio::tokio::get_runtime() + .block_on(async { + api::client::workspaces::data_frames::embeddings::index( + &self.workspace.repo.repo, + &self.workspace.id, + &self.path, + &column + ).await + })?; + Ok(()) + } + + /// Get the nearest neighbors to the embedding + fn nearest_neighbors(&self, find_embedding_where: String, sort_by_similarity_to: String) -> Result { + let mut opts = DFOpts::empty(); + opts.find_embedding_where = Some(find_embedding_where); + opts.sort_by_similarity_to = Some(sort_by_similarity_to); + + let data = pyo3_asyncio::tokio::get_runtime() + .block_on(async { + api::client::workspaces::data_frames::get( + &self.workspace.repo.repo, + &self.workspace.id, + &self.path, + &opts + ).await })?; // Extract the serde_json::Value from the JsonDataFrameView diff --git a/oxen/tests/conftest.py b/oxen/tests/conftest.py index 66a1a01..a4d932b 100644 --- a/oxen/tests/conftest.py +++ b/oxen/tests/conftest.py @@ -59,6 +59,43 @@ def celeba_local_repo_no_commits(shared_datadir): yield repo +@pytest.fixture +def question_embeddings_local_repo_no_commits(shared_datadir): + repo_dir = os.path.join(shared_datadir, "QuestionEmbeddings") + repo = Repo(repo_dir) + repo.init() + + yield repo + + +@pytest.fixture +def question_embeddings_local_repo_fully_committed( + question_embeddings_local_repo_no_commits, +): + repo = question_embeddings_local_repo_no_commits + + repo.add(os.path.join(repo.path, "chunk_embeddings.parquet")) + repo.add(os.path.join(repo.path, "question_embeddings.parquet")) + repo.add(os.path.join(repo.path, "smol.jsonl")) + repo.commit("Adding question and chunk embeddings") + yield repo + + +@pytest.fixture +def question_embeddings_remote_repo_fully_pushed( + question_embeddings_local_repo_fully_committed, empty_remote_repo +): + local_repo = question_embeddings_local_repo_fully_committed + remote_repo = empty_remote_repo + + remote_name = "origin" + branch_name = "main" + local_repo.set_remote(remote_name, remote_repo.url) + local_repo.push(remote_name, branch_name) + + yield local_repo, remote_repo + + @pytest.fixture def chat_bot_local_repo_no_commits(shared_datadir): 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