From 0cf07fa68864fa34c497f9b8bba1cea8a4ea0102 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Sat, 19 Apr 2025 21:48:28 +0200 Subject: [PATCH 01/24] chore: update cognee version --- cognee-mcp/pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index 858133e892..dcdf24e493 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -6,7 +6,7 @@ readme = "README.md" requires-python = ">=3.10" dependencies = [ - "cognee[postgres,codegraph,gemini,huggingface]==0.1.36", + "cognee[postgres,codegraph,gemini,huggingface]==0.1.37", "mcp==1.5.0", "uv>=0.6.3", ] From 8a61e4b65d72895265147a99bc6388e7ac0ac9e9 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Mon, 21 Apr 2025 15:22:41 +0200 Subject: [PATCH 02/24] fix: remove filesystem extra --- poetry.lock | 72 +++++++++++++++++++++++--------------------------- pyproject.toml | 1 - 2 files changed, 33 insertions(+), 40 deletions(-) diff --git a/poetry.lock b/poetry.lock index e5e6a12914..65c4818c8f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. [[package]] name = "aiobotocore" @@ -7,7 +7,6 @@ description = "Async client for aws services using botocore and aiohttp" optional = false python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"filesystem\"" files = [ {file = "aiobotocore-2.21.1-py3-none-any.whl", hash = "sha256:bd7c49a6d6f8a3d9444b0a94417c8da13813b5c7eec1c4f0ec2db7e8ce8f23e7"}, {file = "aiobotocore-2.21.1.tar.gz", hash = "sha256:010357f43004413e92a9d066bb0db1f241aeb29ffed306e9197061ffc94e6577"}, @@ -161,7 +160,6 @@ description = "itertools and builtins for AsyncIO and mixed iterables" optional = false python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"filesystem\"" files = [ {file = "aioitertools-0.12.0-py3-none-any.whl", hash = "sha256:fc1f5fac3d737354de8831cbba3eb04f79dd649d8f3afb4c5b114925e662a796"}, {file = "aioitertools-0.12.0.tar.gz", hash = "sha256:c2a9055b4fbb7705f561b9d86053e8af5d10cc845d22c32008c43490b2d8dd6b"}, @@ -451,7 +449,7 @@ description = "Timeout context manager for asyncio programs" optional = false python-versions = ">=3.7" groups = ["main"] -markers = "python_version == \"3.10\"" +markers = "python_version < \"3.11\"" files = [ {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"}, {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"}, @@ -608,7 +606,7 @@ description = "Backport of CPython tarfile module" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"deepeval\" and python_version < \"3.12\"" +markers = "extra == \"deepeval\" and python_version <= \"3.11\"" files = [ {file = "backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34"}, {file = "backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"}, @@ -1226,7 +1224,7 @@ files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] -markers = {main = "(platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\" or extra == \"llama-index\" or extra == \"deepeval\") and (platform_system == \"Windows\" or sys_platform == \"win32\" or extra == \"chromadb\" or extra == \"llama-index\" or extra == \"deepeval\")", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""} +markers = {main = "(platform_system == \"Windows\" or sys_platform == \"win32\" or extra == \"chromadb\" or extra == \"llama-index\" or extra == \"deepeval\") and (os_name == \"nt\" or platform_system == \"Windows\" or sys_platform == \"win32\" or extra == \"llama-index\" or extra == \"deepeval\")", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""} [[package]] name = "coloredlogs" @@ -1235,7 +1233,7 @@ description = "Colored terminal output for Python's logging module" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"}, {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"}, @@ -1849,7 +1847,7 @@ description = "Python datetimes made easy" optional = false python-versions = ">=3.9" groups = ["main"] -markers = "python_full_version == \"3.13.0\"" +markers = "python_version >= \"3.13\"" files = [ {file = "dlt_pendulum-3.0.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:9ae1222828474f9e4743f8929f8026abe2d0b3a99427a483da2868690b017332"}, {file = "dlt_pendulum-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:75e1b758f88f887706902438fa5b293f11cec5d656c6540c9957da8c9b953198"}, @@ -2032,7 +2030,7 @@ description = "Backport of PEP 654 (exception groups)" optional = false python-versions = ">=3.7" groups = ["main", "dev"] -markers = "python_version == \"3.10\"" +markers = "python_version < \"3.11\"" files = [ {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"}, {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"}, @@ -2158,7 +2156,7 @@ description = "Fast, light, accurate library built for retrieval embedding gener optional = true python-versions = ">=3.9.0" groups = ["main"] -markers = "extra == \"codegraph\" and python_version <= \"3.12\"" +markers = "python_version < \"3.13\" and extra == \"codegraph\"" files = [ {file = "fastembed-0.6.0-py3-none-any.whl", hash = "sha256:a08385e9388adea0529a586004f2d588c9787880a510e4e5d167127a11e75328"}, {file = "fastembed-0.6.0.tar.gz", hash = "sha256:5c9ead25f23449535b07243bbe1f370b820dcc77ec2931e61674e3fe7ff24733"}, @@ -2230,7 +2228,7 @@ description = "The FlatBuffers serialization format for Python" optional = true python-versions = "*" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"}, {file = "flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e"}, @@ -2704,7 +2702,7 @@ description = "Common protobufs used in Google APIs" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "extra == \"gemini\" or extra == \"chromadb\" or extra == \"deepeval\" or python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"deepeval\" or extra == \"gemini\")" +markers = "extra == \"gemini\" or extra == \"chromadb\" or extra == \"deepeval\" or python_version < \"3.11\" and (extra == \"chromadb\" or extra == \"deepeval\" or extra == \"gemini\")" files = [ {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"}, {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"}, @@ -2909,7 +2907,7 @@ description = "HTTP/2-based RPC framework" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"gemini\" or extra == \"chromadb\" or extra == \"deepeval\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"milvus\" or python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"deepeval\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"milvus\" or extra == \"gemini\")" +markers = "extra == \"gemini\" or extra == \"chromadb\" or extra == \"deepeval\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"milvus\" or python_version < \"3.11\" and (extra == \"chromadb\" or extra == \"deepeval\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"milvus\" or extra == \"gemini\")" files = [ {file = "grpcio-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:8b0341d66a57f8a3119b77ab32207072be60c9bf79760fa609c5609f2deb1f3f"}, {file = "grpcio-1.67.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:f5a27dddefe0e2357d3e617b9079b4bfdc91341a91565111a21ed6ebbc51b22d"}, @@ -3369,7 +3367,7 @@ description = "Human friendly output for text interfaces using Python" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"}, {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"}, @@ -3570,7 +3568,7 @@ description = "IPython: Productive Interactive Computing" optional = true python-versions = ">=3.10" groups = ["main", "dev"] -markers = "python_version == \"3.10\"" +markers = "python_version < \"3.11\"" files = [ {file = "ipython-8.35.0-py3-none-any.whl", hash = "sha256:e6b7470468ba6f1f0a7b116bb688a3ece2f13e2f94138e508201fad677a788ba"}, {file = "ipython-8.35.0.tar.gz", hash = "sha256:d200b7d93c3f5883fc36ab9ce28a18249c7706e51347681f80a0aef9895f2520"}, @@ -3610,7 +3608,7 @@ description = "IPython: Productive Interactive Computing" optional = true python-versions = ">=3.11" groups = ["main", "dev"] -markers = "python_version >= \"3.11\" and python_version < \"3.13\" or python_full_version == \"3.13.0\"" +markers = "python_version >= \"3.11\"" files = [ {file = "ipython-9.1.0-py3-none-any.whl", hash = "sha256:2df07257ec2f84a6b346b8d83100bcf8fa501c6e01ab75cd3799b0bb253b3d2a"}, {file = "ipython-9.1.0.tar.gz", hash = "sha256:a47e13a5e05e02f3b8e1e7a0f9db372199fe8c3763532fe7a1e0379e4e135f16"}, @@ -3644,7 +3642,7 @@ description = "Defines a variety of Pygments lexers for highlighting IPython cod optional = true python-versions = ">=3.8" groups = ["main", "dev"] -markers = "python_version >= \"3.11\" and python_version < \"3.13\" or python_full_version == \"3.13.0\"" +markers = "python_version >= \"3.11\"" files = [ {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"}, {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"}, @@ -3964,8 +3962,6 @@ python-versions = "*" groups = ["main"] files = [ {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"}, - {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"}, - {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"}, ] [package.dependencies] @@ -5042,7 +5038,7 @@ description = "Python logging made (stupidly) simple" optional = true python-versions = "<4.0,>=3.5" groups = ["main"] -markers = "extra == \"codegraph\" and python_version <= \"3.12\"" +markers = "python_version < \"3.13\" and extra == \"codegraph\"" files = [ {file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"}, {file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"}, @@ -5079,7 +5075,7 @@ files = [ {file = "lxml-5.3.2-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:aa837e6ee9534de8d63bc4c1249e83882a7ac22bd24523f83fad68e6ffdf41ae"}, {file = "lxml-5.3.2-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:da4c9223319400b97a2acdfb10926b807e51b69eb7eb80aad4942c0516934858"}, {file = "lxml-5.3.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:dc0e9bdb3aa4d1de703a437576007d366b54f52c9897cae1a3716bb44fc1fc85"}, - {file = "lxml-5.3.2-cp310-cp310-win32.whl", hash = "sha256:5f94909a1022c8ea12711db7e08752ca7cf83e5b57a87b59e8a583c5f35016ad"}, + {file = "lxml-5.3.2-cp310-cp310-win32.win32.whl", hash = "sha256:dd755a0a78dd0b2c43f972e7b51a43be518ebc130c9f1a7c4480cf08b4385486"}, {file = "lxml-5.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:d64ea1686474074b38da13ae218d9fde0d1dc6525266976808f41ac98d9d7980"}, {file = "lxml-5.3.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:9d61a7d0d208ace43986a92b111e035881c4ed45b1f5b7a270070acae8b0bfb4"}, {file = "lxml-5.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:856dfd7eda0b75c29ac80a31a6411ca12209183e866c33faf46e77ace3ce8a79"}, @@ -5722,7 +5718,7 @@ description = "Python extension for MurmurHash (MurmurHash3), a set of fast and optional = true python-versions = ">=3.9" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "(extra == \"codegraph\" or extra == \"chromadb\") and python_version < \"3.13\" or extra == \"chromadb\"" files = [ {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"}, {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"}, @@ -5848,7 +5844,7 @@ description = "Python library for arbitrary-precision floating-point arithmetic" optional = true python-versions = "*" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"}, {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"}, @@ -6423,7 +6419,7 @@ description = "ONNX Runtime is a runtime accelerator for Machine Learning models optional = true python-versions = ">=3.10" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "onnxruntime-1.21.0-cp310-cp310-macosx_13_0_universal2.whl", hash = "sha256:95513c9302bc8dd013d84148dcf3168e782a80cdbf1654eddc948a23147ccd3d"}, {file = "onnxruntime-1.21.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:635d4ab13ae0f150dd4c6ff8206fd58f1c6600636ecc796f6f0c42e4c918585b"}, @@ -6896,8 +6892,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.23.2", markers = "python_version == \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.2", markers = "python_version == \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -6993,7 +6989,7 @@ description = "Python datetimes made easy" optional = false python-versions = ">=3.8" groups = ["main"] -markers = "python_version <= \"3.12\"" +markers = "python_version < \"3.13\"" files = [ {file = "pendulum-3.0.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2cf9e53ef11668e07f73190c805dbdf07a1939c3298b78d5a9203a86775d1bfd"}, {file = "pendulum-3.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fb551b9b5e6059377889d2d878d940fd0bbb80ae4810543db18e6f77b02c5ef6"}, @@ -7531,7 +7527,7 @@ description = "" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "(python_version <= \"3.12\" or extra == \"gemini\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"chromadb\" or extra == \"deepeval\" or extra == \"milvus\") and (extra == \"codegraph\" or extra == \"chromadb\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"gemini\" or extra == \"deepeval\" or extra == \"milvus\" or python_version == \"3.10\") and (extra == \"codegraph\" or extra == \"chromadb\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"deepeval\" or extra == \"gemini\" or extra == \"milvus\")" +markers = "python_version == \"3.10\" and extra == \"codegraph\" or (extra == \"chromadb\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"deepeval\" or extra == \"gemini\" or extra == \"milvus\") and python_version < \"3.11\" or (python_version == \"3.12\" or extra == \"gemini\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"chromadb\" or extra == \"deepeval\" or extra == \"milvus\") and (extra == \"codegraph\" or extra == \"gemini\" or extra == \"chromadb\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"deepeval\" or extra == \"milvus\") and python_version >= \"3.12\" or python_version == \"3.11\" and (extra == \"codegraph\" or extra == \"gemini\" or extra == \"chromadb\" or extra == \"qdrant\" or extra == \"weaviate\" or extra == \"deepeval\" or extra == \"milvus\")" files = [ {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"}, {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"}, @@ -7645,7 +7641,7 @@ description = "Fast and parallel snowball stemmer" optional = true python-versions = "*" groups = ["main"] -markers = "extra == \"codegraph\" and python_version <= \"3.12\"" +markers = "python_version < \"3.13\" and extra == \"codegraph\"" files = [ {file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:bfbd9034ae00419ff2154e33b8f5b4c4d99d1f9271f31ed059e5c7e9fa005844"}, {file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c7162ae66df2bb0fc39b350c24a049f5f5151c03c046092ba095c2141ec223a2"}, @@ -8047,8 +8043,8 @@ astroid = ">=3.3.8,<=3.4.0.dev0" colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""} dill = [ {version = ">=0.2", markers = "python_version < \"3.11\""}, - {version = ">=0.3.6", markers = "python_version >= \"3.11\""}, {version = ">=0.3.7", markers = "python_version >= \"3.12\""}, + {version = ">=0.3.6", markers = "python_version == \"3.11\""}, ] isort = ">=4.2.5,<5.13 || >5.13,<7" mccabe = ">=0.6,<0.8" @@ -8189,7 +8185,7 @@ description = "A python implementation of GNU readline." optional = true python-versions = ">=3.8" groups = ["main"] -markers = "sys_platform == \"win32\" and (extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "sys_platform == \"win32\" and (python_version == \"3.10\" or extra == \"chromadb\" or extra == \"codegraph\") and (extra == \"chromadb\" or python_version == \"3.12\" or python_version == \"3.10\" or python_version == \"3.11\") and (extra == \"codegraph\" or extra == \"chromadb\")" files = [ {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"}, {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"}, @@ -8546,7 +8542,7 @@ files = [ {file = "pywin32-310-cp39-cp39-win32.whl", hash = "sha256:851c8d927af0d879221e616ae1f66145253537bbdd321a77e8ef701b443a9a1a"}, {file = "pywin32-310-cp39-cp39-win_amd64.whl", hash = "sha256:96867217335559ac619f00ad70e513c0fcf84b8a3af9fc2bba3b59b97da70475"}, ] -markers = {main = "(extra == \"qdrant\" or extra == \"deepeval\" or sys_platform == \"win32\") and (platform_system == \"Windows\" or sys_platform == \"win32\")", dev = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} +markers = {main = "(extra == \"qdrant\" or extra == \"deepeval\") and platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} [[package]] name = "pywin32-ctypes" @@ -8783,7 +8779,7 @@ description = "Client library for the Qdrant vector search engine" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "python_full_version == \"3.13.0\" and extra == \"qdrant\"" +markers = "python_version >= \"3.13\" and extra == \"qdrant\"" files = [ {file = "qdrant_client-1.12.1-py3-none-any.whl", hash = "sha256:b2d17ce18e9e767471368380dd3bbc4a0e3a0e2061fedc9af3542084b48451e0"}, {file = "qdrant_client-1.12.1.tar.gz", hash = "sha256:35e8e646f75b7b883b3d2d0ee4c69c5301000bba41c82aa546e985db0f1aeb72"}, @@ -8809,7 +8805,7 @@ description = "Client library for the Qdrant vector search engine" optional = true python-versions = ">=3.9" groups = ["main"] -markers = "extra == \"qdrant\" and python_version <= \"3.12\"" +markers = "python_version < \"3.13\" and extra == \"qdrant\"" files = [ {file = "qdrant_client-1.13.3-py3-none-any.whl", hash = "sha256:f52cacbb936e547d3fceb1aaed3e3c56be0ebfd48e8ea495ea3dbc89c671d1d2"}, {file = "qdrant_client-1.13.3.tar.gz", hash = "sha256:61ca09e07c6d7ac0dfbdeb13dca4fe5f3e08fa430cb0d74d66ef5d023a70adfc"}, @@ -9429,7 +9425,6 @@ description = "Convenient Filesystem interface over S3" optional = false python-versions = ">=3.9" groups = ["main"] -markers = "extra == \"filesystem\"" files = [ {file = "s3fs-2025.3.2-py3-none-any.whl", hash = "sha256:81eae3f37b4b04bcc08845d7bcc607c6ca45878813ef7e6a28d77b2688417130"}, {file = "s3fs-2025.3.2.tar.gz", hash = "sha256:6798f896ec76dd3bfd8beb89f0bb7c5263cb2760e038bae0978505cd172a307c"}, @@ -10208,7 +10203,7 @@ description = "Computer algebra system (CAS) in Python" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and (python_version <= \"3.12\" or extra == \"chromadb\")" +markers = "python_version == \"3.10\" and (extra == \"chromadb\" or extra == \"codegraph\") or extra == \"chromadb\" or python_version == \"3.12\" and (extra == \"chromadb\" or extra == \"codegraph\") or python_version == \"3.11\" and (extra == \"chromadb\" or extra == \"codegraph\")" files = [ {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"}, {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"}, @@ -10393,7 +10388,7 @@ description = "A lil' TOML parser" optional = false python-versions = ">=3.8" groups = ["main", "dev"] -markers = "python_version == \"3.10\"" +markers = "python_version < \"3.11\"" files = [ {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"}, {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"}, @@ -11461,7 +11456,7 @@ description = "A small Python utility to set file creation time on Windows" optional = true python-versions = ">=3.5" groups = ["main"] -markers = "sys_platform == \"win32\" and extra == \"codegraph\" and python_version <= \"3.12\"" +markers = "extra == \"codegraph\" and sys_platform == \"win32\" and python_version < \"3.13\"" files = [ {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"}, {file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"}, @@ -11721,7 +11716,6 @@ deepeval = ["deepeval"] docs = ["unstructured"] evals = ["gdown", "plotly"] falkordb = ["falkordb"] -filesystem = ["botocore", "s3fs"] gemini = ["google-generativeai"] graphiti = ["graphiti-core"] groq = ["groq"] @@ -11743,4 +11737,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "2759286b7a1877f862c794f9f6785afff6715410bb5a9b8c2051900ab2cd5630" +content-hash = "15fe7b2b02efa88fb8070dcde58f32cdc1577df7966e4cd438cbb4f197935e1f" diff --git a/pyproject.toml b/pyproject.toml index a322e92ecf..93d23030d3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -92,7 +92,6 @@ s3fs = "^2025.3.2" [tool.poetry.extras] api = ["uvicorn", "gunicorn"] -filesystem = ["s3fs", "botocore"] weaviate = ["weaviate-client"] qdrant = ["qdrant-client"] neo4j = ["neo4j"] From fab80f3c82a97c68931cb68f8b24adc149296822 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Mon, 21 Apr 2025 15:23:41 +0200 Subject: [PATCH 03/24] version: v0.1.38 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 93d23030d3..5bfde2dc87 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "cognee" -version = "0.1.37" +version = "0.1.38" description = "Cognee - is a library for enriching LLM context with a semantic layer for better understanding and reasoning." authors = ["Vasilije Markovic", "Boris Arzentar"] readme = "README.md" From 66da3d2934641a8d4801f4d4e35597fac6ec0f0a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jan=20M=C3=BCller?= Date: Tue, 22 Apr 2025 23:52:34 +0200 Subject: [PATCH 04/24] Document collection of usage data and how to opt out (#767) ## Description Document that Cognee collects usage data in the readme and add instructions how users can opt out. --------- Co-authored-by: i555611 Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com> --- .env.template | 4 ++++ README.md | 1 + 2 files changed, 5 insertions(+) diff --git a/.env.template b/.env.template index da862f2853..cfcb62bb45 100644 --- a/.env.template +++ b/.env.template @@ -65,3 +65,7 @@ DB_NAME=cognee_db # LITELLM Logging Level. Set to quiten down logging LITELLM_LOG="ERROR" + +# Set this environment variable to disable sending telemetry data +# TELEMETRY_DISABLED=1 + diff --git a/README.md b/README.md index a8d5dae3c8..47517076a3 100644 --- a/README.md +++ b/README.md @@ -160,3 +160,4 @@ We are committed to making open source an enjoyable and respectful experience fo ## Star History [![Star History Chart](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date) + From 22f106c2fe4ca7c7d9699a4dc3e6ca8cd75c0571 Mon Sep 17 00:00:00 2001 From: Daniel Molnar Date: Wed, 23 Apr 2025 09:28:14 +0200 Subject: [PATCH 05/24] feat: expose document deletion via the API (#768) ## Description ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: Boris Arzentar Co-authored-by: Boris --- cognee-mcp/pyproject.toml | 2 +- cognee/api/client.py | 3 +++ 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index dcdf24e493..ee7d591235 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -6,7 +6,7 @@ readme = "README.md" requires-python = ">=3.10" dependencies = [ - "cognee[postgres,codegraph,gemini,huggingface]==0.1.37", + "cognee[postgres,codegraph,gemini,huggingface]==0.1.38", "mcp==1.5.0", "uv>=0.6.3", ] diff --git a/cognee/api/client.py b/cognee/api/client.py index ad76ca8612..b91e149c1c 100644 --- a/cognee/api/client.py +++ b/cognee/api/client.py @@ -13,6 +13,7 @@ from cognee.api.v1.cognify.routers import get_code_pipeline_router, get_cognify_router from cognee.api.v1.search.routers import get_search_router from cognee.api.v1.add.routers import get_add_router +from cognee.api.v1.delete.routers import get_delete_router from fastapi import Request from fastapi.encoders import jsonable_encoder from fastapi.exceptions import RequestValidationError @@ -164,6 +165,8 @@ def health_check(): app.include_router(get_visualize_router(), prefix="/api/v1/visualize", tags=["visualize"]) +app.include_router(get_delete_router(), prefix="/api/v1/delete", tags=["delete"]) + codegraph_routes = get_code_pipeline_router() if codegraph_routes: app.include_router(codegraph_routes, prefix="/api/v1/code-pipeline", tags=["code-pipeline"]) From 9bceb98e5d13cb4ccaf9d134e0fdb1d77aca1abb Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Wed, 23 Apr 2025 09:29:54 +0200 Subject: [PATCH 06/24] fix: remove chromadb test from github workflow --- .github/workflows/vector_db_tests.yml | 86 +++++++++++++-------------- 1 file changed, 43 insertions(+), 43 deletions(-) diff --git a/.github/workflows/vector_db_tests.yml b/.github/workflows/vector_db_tests.yml index faeb4437d3..139c869d3b 100644 --- a/.github/workflows/vector_db_tests.yml +++ b/.github/workflows/vector_db_tests.yml @@ -17,49 +17,49 @@ on: required: false jobs: - run-chromadb-tests: - name: ChromaDB Tests - runs-on: ubuntu-22.04 - if: ${{ inputs.databases == 'all' || contains(inputs.databases, 'chromadb') }} - services: - chromadb: - image: chromadb/chroma:0.6.3 - env: - CHROMA_SERVER_AUTH_CREDENTIALS: "test-token" - CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER: "chromadb.auth.token.TokenAuthCredentialsProvider" - CHROMA_SERVER_AUTH_PROVIDER: "chromadb.auth.token.TokenAuthServerProvider" - ports: - - 3002:8000 - steps: - - name: Check out - uses: actions/checkout@v4 - with: - fetch-depth: 0 - - - name: Cognee Setup - uses: ./.github/actions/cognee_setup - with: - python-version: ${{ inputs.python-version }} - - - name: Install specific db dependency - run: | - poetry install -E chromadb - - - name: Run ChromaDB Tests - env: - ENV: 'dev' - VECTOR_DB_PROVIDER: chromadb - VECTOR_DB_URL: http://localhost:3002 - VECTOR_DB_KEY: test-token - LLM_MODEL: ${{ secrets.LLM_MODEL }} - LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }} - LLM_API_KEY: ${{ secrets.LLM_API_KEY }} - LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }} - EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }} - EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }} - EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} - EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} - run: poetry run python ./cognee/tests/test_chromadb.py + # run-chromadb-tests: + # name: ChromaDB Tests + # runs-on: ubuntu-22.04 + # if: ${{ inputs.databases == 'all' || contains(inputs.databases, 'chromadb') }} + # services: + # chromadb: + # image: chromadb/chroma:0.6.3 + # env: + # CHROMA_SERVER_AUTH_CREDENTIALS: "test-token" + # CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER: "chromadb.auth.token.TokenAuthCredentialsProvider" + # CHROMA_SERVER_AUTH_PROVIDER: "chromadb.auth.token.TokenAuthServerProvider" + # ports: + # - 3002:8000 + # steps: + # - name: Check out + # uses: actions/checkout@v4 + # with: + # fetch-depth: 0 + + # - name: Cognee Setup + # uses: ./.github/actions/cognee_setup + # with: + # python-version: ${{ inputs.python-version }} + + # - name: Install specific db dependency + # run: | + # poetry install -E chromadb + + # - name: Run ChromaDB Tests + # env: + # ENV: 'dev' + # VECTOR_DB_PROVIDER: chromadb + # VECTOR_DB_URL: http://localhost:3002 + # VECTOR_DB_KEY: test-token + # LLM_MODEL: ${{ secrets.LLM_MODEL }} + # LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }} + # LLM_API_KEY: ${{ secrets.LLM_API_KEY }} + # LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }} + # EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }} + # EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }} + # EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} + # EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} + # run: poetry run python ./cognee/tests/test_chromadb.py run-weaviate-tests: name: Weaviate Tests From 012f1e0a0b1c1b5b738f6cbad0b0e4ab0fc9a294 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Wed, 23 Apr 2025 10:59:08 +0200 Subject: [PATCH 07/24] fix: remove filesystem extra --- Dockerfile | 2 +- helm/Dockerfile | 2 +- poetry.lock | 1672 ++++++++++++++++++++++++----------------------- 3 files changed, 841 insertions(+), 835 deletions(-) diff --git a/Dockerfile b/Dockerfile index fac4c2707f..cc9a5cbcd8 100644 --- a/Dockerfile +++ b/Dockerfile @@ -5,7 +5,7 @@ ARG POETRY_EXTRAS="\ # API \ api \ # Storage & Databases \ -filesystem postgres weaviate qdrant neo4j falkordb milvus kuzu chromadb \ +postgres weaviate qdrant neo4j falkordb milvus kuzu chromadb \ # Notebooks & Interactive Environments \ notebook \ # LLM & AI Frameworks \ diff --git a/helm/Dockerfile b/helm/Dockerfile index dd1b4f65a7..09bea7ff0d 100644 --- a/helm/Dockerfile +++ b/helm/Dockerfile @@ -3,7 +3,7 @@ FROM python:3.11-slim # Define Poetry extras to install ARG POETRY_EXTRAS="\ # Storage & Databases \ -filesystem postgres weaviate qdrant neo4j falkordb milvus kuzu \ +postgres weaviate qdrant neo4j falkordb milvus kuzu \ # Notebooks & Interactive Environments \ notebook \ # LLM & AI Frameworks \ diff --git a/poetry.lock b/poetry.lock 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output (#773) ## Description Fixes cases when the llm generated edge list contains nodes that don't exist in the nodelist ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --- cognee/tasks/graph/extract_graph_from_data.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/cognee/tasks/graph/extract_graph_from_data.py b/cognee/tasks/graph/extract_graph_from_data.py index 3bca1a2574..01d8bb6186 100644 --- a/cognee/tasks/graph/extract_graph_from_data.py +++ b/cognee/tasks/graph/extract_graph_from_data.py @@ -62,6 +62,16 @@ async def extract_graph_from_data( *[extract_content_graph(chunk.text, graph_model) for chunk in data_chunks] ) + # Note: Filter edges with missing source or target nodes + if graph_model == KnowledgeGraph: + for graph in chunk_graphs: + valid_node_ids = {node.id for node in graph.nodes} + graph.edges = [ + edge + for edge in graph.edges + if edge.source_node_id in valid_node_ids and edge.target_node_id in valid_node_ids + ] + return await integrate_chunk_graphs( data_chunks, chunk_graphs, graph_model, ontology_adapter or OntologyResolver() ) From 60da1c899ea587f362700414d00a9efaed2f1ce4 Mon Sep 17 00:00:00 2001 From: Igor Ilic <30923996+dexters1@users.noreply.github.com> Date: Wed, 23 Apr 2025 12:03:51 +0200 Subject: [PATCH 09/24] fix: graph prompt path (#769) ## Description Fix graph prompt path ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: Evain Arthur Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Co-authored-by: Boris --- .../knowledge_graph/extract_content_graph.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/cognee/modules/data/extraction/knowledge_graph/extract_content_graph.py b/cognee/modules/data/extraction/knowledge_graph/extract_content_graph.py index 20bd4db4ac..f477a4b725 100644 --- a/cognee/modules/data/extraction/knowledge_graph/extract_content_graph.py +++ b/cognee/modules/data/extraction/knowledge_graph/extract_content_graph.py @@ -1,4 +1,5 @@ -from typing import Type, Optional +import os +from typing import Type from pydantic import BaseModel from cognee.infrastructure.llm.get_llm_client import get_llm_client from cognee.infrastructure.llm.prompts import render_prompt @@ -10,7 +11,18 @@ async def extract_content_graph(content: str, response_model: Type[BaseModel]): llm_config = get_llm_config() prompt_path = llm_config.graph_prompt_path - system_prompt = render_prompt(prompt_path, {}) + + # Check if the prompt path is an absolute path or just a filename + if os.path.isabs(prompt_path): + # directory containing the file + base_directory = os.path.dirname(prompt_path) + # just the filename itself + prompt_path = os.path.basename(prompt_path) + else: + base_directory = None + + system_prompt = render_prompt(prompt_path, {}, base_directory=base_directory) + content_graph = await llm_client.acreate_structured_output( content, system_prompt, response_model ) From f404386df51547519f4bf9fec5a1bc69234b42d2 Mon Sep 17 00:00:00 2001 From: Igor Ilic <30923996+dexters1@users.noreply.github.com> Date: Wed, 23 Apr 2025 12:04:48 +0200 Subject: [PATCH 10/24] fix: hotfix 0.1.38 (#765) ## Description - db_engine was not dynamically gathered, with this a change in system directory will be handled correctly - Added top_k to all search types - Reduced delete test threshold - Updated MCP version and info ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: Boris --- cognee-mcp/pyproject.toml | 8 +- cognee-mcp/uv.lock | 1851 ++++++++++------- .../databases/graph/graph_db_interface.py | 2 +- cognee/modules/retrieval/code_retriever.py | 12 +- .../modules/retrieval/summaries_retriever.py | 6 +- cognee/modules/search/methods/search.py | 8 +- cognee/tests/test_deletion.py | 2 +- 7 files changed, 1124 insertions(+), 765 deletions(-) diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index dcdf24e493..fc5c762463 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -1,19 +1,19 @@ [project] name = "cognee-mcp" -version = "0.2.2" +version = "0.2.3" description = "A MCP server project" readme = "README.md" requires-python = ">=3.10" dependencies = [ - "cognee[postgres,codegraph,gemini,huggingface]==0.1.37", + "cognee[postgres,codegraph,gemini,huggingface]==0.1.38", "mcp==1.5.0", "uv>=0.6.3", ] [[project.authors]] -name = "Rita Aleksziev" -email = "rita@topoteretes.com" +name = "Boris Arzentar" +email = "boris@topoteretes.com" [build-system] requires = [ "hatchling", ] diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock index 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wrapper(self, *args, **kwargs): + db_engine = get_relational_engine() frame = inspect.currentframe() while frame: if frame.f_back and frame.f_back.f_code.co_name != "wrapper": diff --git a/cognee/modules/retrieval/code_retriever.py b/cognee/modules/retrieval/code_retriever.py index 1d0cedb63d..7d689ca87c 100644 --- a/cognee/modules/retrieval/code_retriever.py +++ b/cognee/modules/retrieval/code_retriever.py @@ -19,9 +19,9 @@ class CodeQueryInfo(BaseModel): filenames: List[str] = [] sourcecode: str - def __init__(self, limit: int = 3): + def __init__(self, top_k: int = 3): """Initialize retriever with search parameters.""" - self.limit = limit + self.top_k = top_k self.file_name_collections = ["CodeFile_name"] self.classes_and_functions_collections = [ "ClassDefinition_source_code", @@ -60,7 +60,7 @@ async def get_context(self, query: str) -> Any: if not files_and_codeparts.filenames or not files_and_codeparts.sourcecode: for collection in self.file_name_collections: search_results_file = await vector_engine.search( - collection, query, limit=self.limit + collection, query, limit=self.top_k ) for res in search_results_file: similar_filenames.append( @@ -69,7 +69,7 @@ async def get_context(self, query: str) -> Any: for collection in self.classes_and_functions_collections: search_results_code = await vector_engine.search( - collection, query, limit=self.limit + collection, query, limit=self.top_k ) for res in search_results_code: similar_codepieces.append( @@ -79,7 +79,7 @@ async def get_context(self, query: str) -> Any: for collection in self.file_name_collections: for file_from_query in files_and_codeparts.filenames: search_results_file = await vector_engine.search( - collection, file_from_query, limit=self.limit + collection, file_from_query, limit=self.top_k ) for res in search_results_file: similar_filenames.append( @@ -88,7 +88,7 @@ async def get_context(self, query: str) -> Any: for collection in self.classes_and_functions_collections: search_results_code = await vector_engine.search( - collection, files_and_codeparts.sourcecode, limit=self.limit + collection, files_and_codeparts.sourcecode, limit=self.top_k ) for res in search_results_code: similar_codepieces.append( diff --git a/cognee/modules/retrieval/summaries_retriever.py b/cognee/modules/retrieval/summaries_retriever.py index 8c0aac0dd7..1e75472583 100644 --- a/cognee/modules/retrieval/summaries_retriever.py +++ b/cognee/modules/retrieval/summaries_retriever.py @@ -9,9 +9,9 @@ class SummariesRetriever(BaseRetriever): """Retriever for handling summary-based searches.""" - def __init__(self, limit: int = 5): + def __init__(self, top_k: int = 5): """Initialize retriever with search parameters.""" - self.limit = limit + self.top_k = top_k async def get_context(self, query: str) -> Any: """Retrieves summary context based on the query.""" @@ -19,7 +19,7 @@ async def get_context(self, query: str) -> Any: try: summaries_results = await vector_engine.search( - "TextSummary_text", query, limit=self.limit + "TextSummary_text", query, limit=self.top_k ) except CollectionNotFoundError as error: raise NoDataError("No data found in the system, please add data first.") from error diff --git a/cognee/modules/search/methods/search.py b/cognee/modules/search/methods/search.py index 8466686a27..5901001d98 100644 --- a/cognee/modules/search/methods/search.py +++ b/cognee/modules/search/methods/search.py @@ -59,9 +59,9 @@ async def specific_search( top_k: int = 10, ) -> list: search_tasks: dict[SearchType, Callable] = { - SearchType.SUMMARIES: SummariesRetriever().get_completion, + SearchType.SUMMARIES: SummariesRetriever(top_k=top_k).get_completion, SearchType.INSIGHTS: InsightsRetriever(top_k=top_k).get_completion, - SearchType.CHUNKS: ChunksRetriever().get_completion, + SearchType.CHUNKS: ChunksRetriever(top_k=top_k).get_completion, SearchType.RAG_COMPLETION: CompletionRetriever( system_prompt_path=system_prompt_path, top_k=top_k, @@ -71,9 +71,9 @@ async def specific_search( top_k=top_k, ).get_completion, SearchType.GRAPH_SUMMARY_COMPLETION: GraphSummaryCompletionRetriever( - system_prompt_path=system_prompt_path, + system_prompt_path=system_prompt_path, top_k=top_k ).get_completion, - SearchType.CODE: CodeRetriever().get_completion, + SearchType.CODE: CodeRetriever(top_k=top_k).get_completion, SearchType.CYPHER: CypherSearchRetriever().get_completion, SearchType.NATURAL_LANGUAGE: NaturalLanguageRetriever().get_completion, } diff --git a/cognee/tests/test_deletion.py b/cognee/tests/test_deletion.py index ed9e01bdaf..5117c50393 100644 --- a/cognee/tests/test_deletion.py +++ b/cognee/tests/test_deletion.py @@ -57,7 +57,7 @@ async def main(): graph_engine = await get_graph_engine() nodes, edges = await graph_engine.get_graph_data() - assert len(nodes) > 15 and len(edges) > 15, "Graph database is not loaded." + assert len(nodes) > 10 and len(edges) > 10, "Graph database is not loaded." await cognee.delete([text_1, text_2], mode="hard") nodes, edges = await graph_engine.get_graph_data() From 94c892d4b5de51aef993d5ebf1480a161e903978 Mon Sep 17 00:00:00 2001 From: Igor Ilic <30923996+dexters1@users.noreply.github.com> Date: Wed, 23 Apr 2025 15:58:49 +0200 Subject: [PATCH 11/24] fix: return appropriate result type for chunks search in mcp (#777) ## Description Add CHUNKS search handling and better unknown search type return value ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --- cognee-mcp/src/server.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index 4b658d1e3a..f4c9cc142d 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -196,9 +196,13 @@ async def search(search_query: str, search_type: str) -> str: return json.dumps(search_results, cls=JSONEncoder) elif search_type.upper() == "GRAPH_COMPLETION" or search_type.upper() == "RAG_COMPLETION": return search_results[0] - else: + elif search_type.upper() == "CHUNKS": + return str(search_results) + elif search_type.upper() == "INSIGHTS": results = retrieved_edges_to_string(search_results) return results + else: + return str(search_results) async def prune(): From c6ba7a468d0283e0d289372912e54d48eaaf514e Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Wed, 23 Apr 2025 20:54:37 +0200 Subject: [PATCH 12/24] version: v0.1.39 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 5bfde2dc87..8393fa287c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "cognee" -version = "0.1.38" +version = "0.1.39" description = "Cognee - is a library for enriching LLM context with a semantic layer for better understanding and reasoning." authors = ["Vasilije Markovic", "Boris Arzentar"] readme = "README.md" From 49f2e51c17e9679d9bd053a142b76adc4b449dad Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Wed, 23 Apr 2025 20:59:36 +0200 Subject: [PATCH 13/24] chore: upgrade cognee to 0.1.39 in cognee-mcp --- cognee-mcp/pyproject.toml | 2 +- cognee-mcp/uv.lock | 128 +++++++++++++++++++------------------- 2 files changed, 65 insertions(+), 65 deletions(-) diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index fc5c762463..6d2f8861c7 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -6,7 +6,7 @@ readme = "README.md" requires-python = ">=3.10" dependencies = [ - "cognee[postgres,codegraph,gemini,huggingface]==0.1.38", + "cognee[postgres,codegraph,gemini,huggingface]==0.1.39", "mcp==1.5.0", "uv>=0.6.3", ] diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock index 78437f33cf..5e01607468 100644 --- a/cognee-mcp/uv.lock +++ b/cognee-mcp/uv.lock @@ -544,7 +544,7 @@ wheels = [ [[package]] name = "cognee" -version = "0.1.38" +version = "0.1.39" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = 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Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com> --- .github/workflows/dockerhub-mcp.yml | 3 +- Dockerfile | 2 +- .../versions/482cd6517ce4_add_default_user.py | 28 +++++++++++++ .../8057ae7329c2_initial_migration.py | 27 ++++++++++++ cognee-mcp/Dockerfile | 14 +++++-- cognee-mcp/README.md | 19 +++++++++ cognee-mcp/entrypoint.sh | 41 +++++++++++++++++++ cognee-mcp/src/server.py | 4 +- docker-compose.yml | 10 ++--- 9 files changed, 134 insertions(+), 14 deletions(-) create mode 100644 alembic/versions/482cd6517ce4_add_default_user.py create mode 100644 alembic/versions/8057ae7329c2_initial_migration.py create mode 100644 cognee-mcp/entrypoint.sh diff --git a/.github/workflows/dockerhub-mcp.yml b/.github/workflows/dockerhub-mcp.yml index 7223db0b3e..3d4ef4fe1f 100644 --- a/.github/workflows/dockerhub-mcp.yml +++ b/.github/workflows/dockerhub-mcp.yml @@ -36,9 +36,10 @@ jobs: id: build uses: docker/build-push-action@v5 with: - context: cognee-mcp + context: . platforms: linux/amd64,linux/arm64 push: true + file: cognee-mcp/Dockerfile tags: ${{ steps.meta.outputs.tags }} labels: ${{ steps.meta.outputs.labels }} cache-from: type=registry,ref=cognee/cognee-mcp:buildcache diff --git a/Dockerfile b/Dockerfile index cc9a5cbcd8..54f110f1e6 100644 --- a/Dockerfile +++ b/Dockerfile @@ -25,7 +25,7 @@ ENV DEBUG=${DEBUG} ENV PIP_NO_CACHE_DIR=true ENV PATH="${PATH}:/root/.poetry/bin" -RUN apt-get update && apt-get install +RUN apt-get update RUN apt-get install -y \ gcc \ diff --git a/alembic/versions/482cd6517ce4_add_default_user.py b/alembic/versions/482cd6517ce4_add_default_user.py new file mode 100644 index 0000000000..92429e1e47 --- /dev/null +++ b/alembic/versions/482cd6517ce4_add_default_user.py @@ -0,0 +1,28 @@ +"""Add default user + +Revision ID: 482cd6517ce4 +Revises: 8057ae7329c2 +Create Date: 2024-10-16 22:17:18.634638 + +""" + +from typing import Sequence, Union + +from sqlalchemy.util import await_only + +from cognee.modules.users.methods import create_default_user, delete_user + + +# revision identifiers, used by Alembic. +revision: str = "482cd6517ce4" +down_revision: Union[str, None] = "8057ae7329c2" +branch_labels: Union[str, Sequence[str], None] = None +depends_on: Union[str, Sequence[str], None] = "8057ae7329c2" + + +def upgrade() -> None: + await_only(create_default_user()) + + +def downgrade() -> None: + await_only(delete_user("default_user@example.com")) diff --git a/alembic/versions/8057ae7329c2_initial_migration.py b/alembic/versions/8057ae7329c2_initial_migration.py new file mode 100644 index 0000000000..48e795327d --- /dev/null +++ b/alembic/versions/8057ae7329c2_initial_migration.py @@ -0,0 +1,27 @@ +"""Initial migration + +Revision ID: 8057ae7329c2 +Revises: +Create Date: 2024-10-02 12:55:20.989372 + +""" + +from typing import Sequence, Union +from sqlalchemy.util import await_only +from cognee.infrastructure.databases.relational import get_relational_engine + +# revision identifiers, used by Alembic. +revision: str = "8057ae7329c2" +down_revision: Union[str, None] = None +branch_labels: Union[str, Sequence[str], None] = None +depends_on: Union[str, Sequence[str], None] = None + + +def upgrade() -> None: + db_engine = get_relational_engine() + await_only(db_engine.create_database()) + + +def downgrade() -> None: + db_engine = get_relational_engine() + await_only(db_engine.delete_database()) diff --git a/cognee-mcp/Dockerfile b/cognee-mcp/Dockerfile index f7a56b8a54..06ce4ec06b 100644 --- a/cognee-mcp/Dockerfile +++ b/cognee-mcp/Dockerfile @@ -22,7 +22,7 @@ RUN apt-get update && apt-get install -y \ libpq-dev # Copy pyproject.toml and lockfile first for better caching -COPY pyproject.toml uv.lock ./ +COPY ./cognee-mcp/pyproject.toml ./cognee-mcp/uv.lock ./cognee-mcp/entrypoint.sh ./ # Install the project's dependencies using the lockfile and settings RUN --mount=type=cache,target=/root/.cache/uv \ @@ -31,19 +31,25 @@ RUN --mount=type=cache,target=/root/.cache/uv \ # Copy .env file first if it exists (for environment variables) COPY .env* /app/ +# Copy Alembic configuration +COPY alembic.ini /app/alembic.ini +COPY alembic/ /app/alembic + # Then, add the rest of the project source code and install it # Installing separately from its dependencies allows optimal layer caching -COPY . /app +COPY ./cognee-mcp /app RUN --mount=type=cache,target=/root/.cache/uv \ uv sync --frozen --no-dev --no-editable FROM python:3.12-slim-bookworm WORKDIR /app - + COPY --from=uv /root/.local /root/.local COPY --from=uv /app /app +RUN chmod +x /app/entrypoint.sh + # Place executables in the environment at the front of the path ENV PATH="/app/.venv/bin:$PATH" @@ -54,4 +60,4 @@ ENV PYTHONPATH=/app # Use the application name from pyproject.toml for normal operation # For testing, we'll override this with a direct command -ENTRYPOINT ["cognee"] +ENTRYPOINT ["/app/entrypoint.sh"] diff --git a/cognee-mcp/README.md b/cognee-mcp/README.md index fa8888f29e..16cde91c01 100644 --- a/cognee-mcp/README.md +++ b/cognee-mcp/README.md @@ -84,3 +84,22 @@ To apply new changes while developing cognee you need to do: 1. `poetry lock` in cognee folder 2. `uv sync --dev --all-extras --reinstall` 3. `mcp dev src/server.py` + +### Development +In order to use local cognee build, run in root of the cognee repo: +```bash +poetry build -o ./cognee-mcp/sources +``` +After the build process is done, change the cognee library dependency inside the `cognee-mcp/pyproject.toml` from +```toml +cognee[postgres,codegraph,gemini,huggingface]==0.1.38 +``` +to +```toml +cognee[postgres,codegraph,gemini,huggingface] +``` +After that add the following snippet to the same file (`cognee-mcp/pyproject.toml`). +```toml +[tool.uv.sources] +cognee = { path = "sources/cognee-0.1.38-py3-none-any.whl" } +``` diff --git a/cognee-mcp/entrypoint.sh b/cognee-mcp/entrypoint.sh new file mode 100644 index 0000000000..2c14518fc8 --- /dev/null +++ b/cognee-mcp/entrypoint.sh @@ -0,0 +1,41 @@ +#!/bin/bash + +set -e # Exit on error +echo "Debug mode: $DEBUG" +echo "Environment: $ENVIRONMENT" + +# Run Alembic migrations with proper error handling. +# Note on UserAlreadyExists error handling: +# During database migrations, we attempt to create a default user. If this user +# already exists (e.g., from a previous deployment or migration), it's not a +# critical error and shouldn't prevent the application from starting. This is +# different from other migration errors which could indicate database schema +# inconsistencies and should cause the startup to fail. This check allows for +# smooth redeployments and container restarts while maintaining data integrity. +echo "Running database migrations..." +MIGRATION_OUTPUT=$(uv run alembic upgrade head 2>&1) || { + if [[ $MIGRATION_OUTPUT == *"UserAlreadyExists"* ]] || [[ $MIGRATION_OUTPUT == *"User default_user@example.com already exists"* ]]; then + echo "Warning: Default user already exists, continuing startup..." + else + echo "Migration failed with unexpected error:" + echo "$MIGRATION_OUTPUT" + exit 1 + fi +} + +echo "Starting Cognee MCP Server" + +# Add startup delay to ensure DB is ready +sleep 2 + +# Modified Gunicorn startup with error handling +if [ "$ENVIRONMENT" = "dev" ] || [ "$ENVIRONMENT" = "local" ]; then + if [ "$DEBUG" = "true" ]; then + echo "Waiting for the debugger to attach..." + exec python -m debugpy --wait-for-client --listen 0.0.0.0:5678 -m cognee + else + exec cognee + fi +else + exec cognee +fi diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index f4c9cc142d..6340906d6f 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -36,11 +36,11 @@ async def list_tools() -> list[types.Tool]: }, "graph_model_file": { "type": "string", - "description": "The path to the graph model file", + "description": "The path to the graph model file (Optional)", }, "graph_model_name": { "type": "string", - "description": "The name of the graph model", + "description": "The name of the graph model (Optional)", }, }, "required": ["text"], diff --git a/docker-compose.yml b/docker-compose.yml index 0e51959008..91e3291b77 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -7,8 +7,8 @@ services: context: . dockerfile: Dockerfile volumes: - - .:/app - - /app/cognee-frontend/ # Ignore frontend code + - ./cognee:/app/cognee + - .env:/app/.env environment: - DEBUG=false # Change to true if debugging - HOST=0.0.0.0 @@ -26,10 +26,8 @@ services: cpus: "4.0" memory: 8GB -# NOTE: Frontend is a work in progress and is not intended to be used by users yet. -# If you want to use Cognee with a UI environment you can run the cognee-gui.py script or -# integrate the Cognee MCP Server to Cursor / Claude Desktop / Visual Studio Code ( through Cline/Roo ) - + # NOTE: Frontend is a work in progress and supports minimum amount of features required to be functional. + # If you want to use Cognee with a UI environment you can integrate the Cognee MCP Server into Cursor / Claude Desktop / Visual Studio Code (through Cline/Roo) frontend: container_name: frontend profiles: From e57736371a042c61dd8571378d4e38f84ad7cf6c Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Thu, 24 Apr 2025 09:40:34 +0200 Subject: [PATCH 15/24] fix: add missing build tools to mcp docker image --- cognee-mcp/Dockerfile | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/cognee-mcp/Dockerfile b/cognee-mcp/Dockerfile index 06ce4ec06b..63f39e7684 100644 --- a/cognee-mcp/Dockerfile +++ b/cognee-mcp/Dockerfile @@ -19,7 +19,11 @@ ENV DEBUG=${DEBUG} # Install system dependencies RUN apt-get update && apt-get install -y \ gcc \ - libpq-dev + libpq-dev \ + git \ + curl \ + build-essential \ + && rm -rf /var/lib/apt/lists/* # Copy pyproject.toml and lockfile first for better caching COPY ./cognee-mcp/pyproject.toml ./cognee-mcp/uv.lock ./cognee-mcp/entrypoint.sh ./ From f94076bdc56c3bde325a8d2d8a722e5f6fe78213 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Thu, 24 Apr 2025 09:43:44 +0200 Subject: [PATCH 16/24] fix: add missing clang build dependency --- cognee-mcp/Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/cognee-mcp/Dockerfile b/cognee-mcp/Dockerfile index 63f39e7684..13183a0f23 100644 --- a/cognee-mcp/Dockerfile +++ b/cognee-mcp/Dockerfile @@ -22,6 +22,7 @@ RUN apt-get update && apt-get install -y \ libpq-dev \ git \ curl \ + clang \ build-essential \ && rm -rf /var/lib/apt/lists/* From 7d7df1876ea2b04a284d0b196b9fe1f844575e08 Mon Sep 17 00:00:00 2001 From: Hande <159312713+hande-k@users.noreply.github.com> Date: Sat, 26 Apr 2025 00:03:05 +0200 Subject: [PATCH 17/24] Add available languages (#776) ## Description ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com> --- README.md | 12 ++- community/README.zh.md | 162 +++++++++++++++++++++++++++++++ community/cognee_benefits_zh.JPG | Bin 0 -> 268099 bytes community/cognee_diagram_zh.JPG | Bin 0 -> 185340 bytes 4 files changed, 172 insertions(+), 2 deletions(-) create mode 100644 community/README.zh.md create mode 100644 community/cognee_benefits_zh.JPG create mode 100644 community/cognee_diagram_zh.JPG diff --git a/README.md b/README.md index 47517076a3..2fa4372659 100644 --- a/README.md +++ b/README.md @@ -32,6 +32,14 @@ Build dynamic Agent memory using scalable, modular ECL (Extract, Cognify, Load) More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github.com/topoteretes/cognee/tree/main/evals) +

+ 🌐 Available Languages + : + 🇵🇹 Português + · + 🇨🇳 [中文] +

+
Why cognee?
@@ -117,8 +125,8 @@ Example output: ``` Graph visualization: -Graph Visualization -Open in [browser](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/add-visualization-readme/assets/graph_visualization.html). +Graph Visualization +Open in [browser](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/main/assets/graph_visualization.html). For more advanced usage, have a look at our documentation. diff --git a/community/README.zh.md b/community/README.zh.md new file mode 100644 index 0000000000..573a77b31b --- /dev/null +++ b/community/README.zh.md @@ -0,0 +1,162 @@ +
+ + Cognee Logo + + +
+ + cognee - AI应用和智能体的记忆层 + +

+ 演示 + . + 了解更多 + · + 加入Discord +

+ + + [![GitHub forks](https://img.shields.io/github/forks/topoteretes/cognee.svg?style=social&label=Fork&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/network/) + [![GitHub stars](https://img.shields.io/github/stars/topoteretes/cognee.svg?style=social&label=Star&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/stargazers/) + [![GitHub commits](https://badgen.net/github.amrom.workers.devmits/topoteretes/cognee)](https://GitHub.com/topoteretes/cognee/commit/) + [![Github tag](https://badgen.net/github/tag/topoteretes/cognee)](https://github.com/topoteretes/cognee/tags/) + [![Downloads](https://static.pepy.tech/badge/cognee)](https://pepy.tech/project/cognee) + [![License](https://img.shields.io/github/license/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/blob/main/LICENSE) + [![Contributors](https://img.shields.io/github/contributors/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/graphs/contributors) + + 可靠的AI智能体响应。 + + + +使用可扩展、模块化的ECL（提取、认知、加载）管道构建动态智能体记忆。 + +更多[使用场景](https://docs.cognee.ai/use_cases)。 + +
+ 为什么选择cognee？ +
+ +
+ + + + +## 功能特性 + +- 互联并检索您的历史对话、文档、图像和音频转录 +- 减少幻觉、开发人员工作量和成本 +- 仅使用Pydantic将数据加载到图形和向量数据库 +- 从30多个数据源摄取数据时进行数据操作 + +## 开始使用 + +通过Google Colab 笔记本或入门项目快速上手 + +## 贡献 +您的贡献是使这成为真正开源项目的核心。我们**非常感谢**任何贡献。更多信息请参阅[`CONTRIBUTING.md`](CONTRIBUTING.md)。 + + + + + +## 📦 安装 + +您可以使用**pip**、**poetry**、**uv**或任何其他Python包管理器安装Cognee。 + +### 使用pip + +```bash +pip install cognee +``` + +## 💻 基本用法 + +### 设置 + +``` +import os +os.environ["LLM_API_KEY"] = "YOUR OPENAI_API_KEY" + +``` + +您也可以通过创建.env文件设置变量，使用我们的模板。 +要使用不同的LLM提供商，请查看我们的文档获取更多信息。 + + +### 简单示例 + +此脚本将运行默认管道： + +```python +import cognee +import asyncio + + +async def main(): + # Add text to cognee + await cognee.add("自然语言处理（NLP）是计算机科学和信息检索的跨学科领域。") + + # Generate the knowledge graph + await cognee.cognify() + + # Query the knowledge graph + results = await cognee.search("告诉我关于NLP") + + # Display the results + for result in results: + print(result) + + +if __name__ == '__main__': + asyncio.run(main()) + +``` +示例输出： +``` + 自然语言处理（NLP）是计算机科学和信息检索的跨学科领域。它关注计算机和人类语言之间的交互，使机器能够理解和处理自然语言。 + +``` +图形可视化： +图形可视化 +在[浏览器](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/main/assets/graph_visualization.html)中打开。 + +有关更高级的用法，请查看我们的文档。 + + +## 了解我们的架构 + +
+ cognee概念图 +
+ + + +## 演示 + +1. 什么是AI记忆： + +[了解cognee](https://github.com/user-attachments/assets/8b2a0050-5ec4-424c-b417-8269971503f0) + +2. 简单GraphRAG演示 + +[简单GraphRAG演示](https://github.com/user-attachments/assets/f57fd9ea-1dc0-4904-86eb-de78519fdc32) + +3. cognee与Ollama + +[cognee与本地模型](https://github.com/user-attachments/assets/834baf9a-c371-4ecf-92dd-e144bd0eb3f6) + + +## 行为准则 + +我们致力于为我们的社区提供愉快和尊重的开源体验。有关更多信息，请参阅CODE_OF_CONDUCT。 + +## 💫 贡献者 + + + contributors + + + +## Star历史 + +[![Star History Chart](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date) diff --git a/community/cognee_benefits_zh.JPG b/community/cognee_benefits_zh.JPG new file mode 100644 index 0000000000000000000000000000000000000000..30474b8d9c84c542a379978c4f97ae605f8619c4 GIT binary patch literal 268099 zcmeFZcT`hvw=TLufKa6h0zzm4Ql%p;SZE?5AYF+H(u;sdl#n1uZ-NRxL5T_oihz{R 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Theuerkauf <34717973+diegoabt@users.noreply.github.com> Date: Wed, 30 Apr 2025 11:26:09 +0200 Subject: [PATCH 18/24] feat: Translate README into Portuguese (#762) ## Description This branch contains the Portuguese translation of the README (`README.pt.md`). Happy to work on any suggestions you may have. ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Signed-off-by: Diego B Theuerkauf Co-authored-by: Hande <159312713+hande-k@users.noreply.github.com> Co-authored-by: Boris Co-authored-by: Boris Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> --- community/README.pt.md | 153 +++++++++++++++++++++++++++ community/graph_visualization_pt.png | Bin 0 -> 617924 bytes 2 files changed, 153 insertions(+) create mode 100644 community/README.pt.md create mode 100644 community/graph_visualization_pt.png diff --git a/community/README.pt.md b/community/README.pt.md new file mode 100644 index 0000000000..f42f8c0b0a --- /dev/null +++ b/community/README.pt.md @@ -0,0 +1,153 @@ +

+ + Cognee Logo + + +
+ + cognee - Memória para Agentes de IA em 5 linhas de código + +

+ Demonstração + . + Saiba mais + · + Participe do Discord +

+ + + + [![GitHub forks](https://img.shields.io/github/forks/topoteretes/cognee.svg?style=social&label=Fork&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/network/) + [![GitHub stars](https://img.shields.io/github/stars/topoteretes/cognee.svg?style=social&label=Star&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/stargazers/) + [![GitHub commits](https://badgen.net/github.amrom.workers.devmits/topoteretes/cognee)](https://GitHub.com/topoteretes/cognee/commit/) + [![Github tag](https://badgen.net/github/tag/topoteretes/cognee)](https://github.com/topoteretes/cognee/tags/) + [![Downloads](https://static.pepy.tech/badge/cognee)](https://pepy.tech/project/cognee) + [![License](https://img.shields.io/github/license/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/blob/main/LICENSE) + [![Contributors](https://img.shields.io/github/contributors/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/graphs/contributors) + +cognee - Memory for AI Agents in 5 lines of code | Product Hunt + + + +Crie uma memória dinâmica para Agentes usando pipelines ECL (Extrair, Cognificar, Carregar) escaláveis e modulares. + +Saiba mais sobre os [casos de uso](https://docs.cognee.ai/use-cases) e [avaliações](https://github.com/topoteretes/cognee/tree/main/evals) + +
+ Por que cognee? +
+ +
+ + + +## Funcionalidades + +- Conecte e recupere suas conversas passadas, documentos, imagens e transcrições de áudio +- Reduza alucinações, esforço de desenvolvimento e custos +- Carregue dados em bancos de dados de grafos e vetores usando apenas Pydantic +- Transforme e organize seus dados enquanto os coleta de mais de 30 fontes diferentes + +## Primeiros Passos + +Dê os primeiros passos com facilidade usando um Google Colab notebook ou um repositório inicial + +## Contribuindo + +Suas contribuições estão no centro de tornar este um verdadeiro projeto open source. Qualquer contribuição que você fizer será **muito bem-vinda**. Veja o [`CONTRIBUTING.md`](/CONTRIBUTING.md) para mais informações. +## 📦 Instalação + +Você pode instalar o Cognee usando **pip**, **poetry**, **uv** ou qualquer outro gerenciador de pacotes Python. + +### Com pip + +```bash +pip install cognee +``` + +## 💻 Uso Básico + +### Configuração + +```python +import os +os.environ["LLM_API_KEY"] = "SUA_OPENAI_API_KEY" +``` + +Você também pode definir as variáveis criando um arquivo .env, usando o nosso modelo. +Para usar diferentes provedores de LLM, consulte nossa documentação . + +### Exemplo simples + +Este script executará o pipeline *default*: + +```python +import cognee +import asyncio + + +async def main(): + # Adiciona texto ao cognee + await cognee.add("Processamento de linguagem natural (NLP) é um subcampo interdisciplinar da ciência da computação e recuperação de informações.") + + # Gera o grafo de conhecimento + await cognee.cognify() + + # Consulta o grafo de conhecimento + results = await cognee.search("Me fale sobre NLP") + + # Exibe os resultados + for result in results: + print(result) + + +if __name__ == '__main__': + asyncio.run(main()) + +``` +Exemplo do output: +``` + O Processamento de Linguagem Natural (NLP) é um campo interdisciplinar e transdisciplinar que envolve ciência da computação e recuperação de informações. Ele se concentra na interação entre computadores e a linguagem humana, permitindo que as máquinas compreendam e processem a linguagem natural. + +``` + +Visualização do grafo: +Visualização do Grafo +Abra no [navegador](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/main/assets/graph_visualization.html). + + +Para um uso mais avançado, confira nossa documentação. + + +## Entenda nossa arquitetura + +
+ diagrama conceitual do cognee +
+ +## Demonstrações + +1. O que é memória de IA: +[Saiba mais sobre o cognee](https://github.com/user-attachments/assets/8b2a0050-5ec4-424c-b417-8269971503f0) + +2. Demonstração simples do GraphRAG + +[Demonstração simples do GraphRAG](https://github.com/user-attachments/assets/d80b0776-4eb9-4b8e-aa22-3691e2d44b8f) + +3. Cognee com Ollama + +[cognee com modelos locais](https://github.com/user-attachments/assets/8621d3e8-ecb8-4860-afb2-5594f2ee17db) + +## Código de Conduta + +Estamos comprometidos em tornar o open source uma experiência agradável e respeitosa para nossa comunidade. Veja o CODE_OF_CONDUCT para mais informações. + +## 💫 Contribuidores + + + contribuidores + + +## Histórico de Estrelas + +[![Gráfico de Histórico de Estrelas](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date) diff --git a/community/graph_visualization_pt.png b/community/graph_visualization_pt.png new file mode 100644 index 0000000000000000000000000000000000000000..95d4aba080cfdcd9e832de7c255bb7fdb69213fa GIT binary patch literal 617924 zcmeFa2UJt(+BS?7DIzF}pp>8}B1ln?073$T3Kj$eMMY^!vk-a_NCcE9(yUYo2qRcQ zL6I7Y5RnoD6_65oKuUlBNg(Bac5vo6Gv__$eDC}I|61R_X4Ya2lI$e=-ut*l8~KtW+%#?vs8O{_gGZ(R-SYudJ`Uf9G_XXf}uE)d?SC zD`7sqtd$9JmiEVZoNakJx9m4EUD0W%5TJjpoag<~i2S0fU#{`%@pW#$dMSJ;=KXqw zrIiUU?q1uP9{0YvX@_}K$%>&X>7UD592J@b-|rS}7F7~`AZjc+Wh61mD|^8_;{tV~ zh_uSaXzAS>TQ}~OJ|w+fS~h%(fT*766Qj4=P2^2>N6JTvC0u^*$n*YjhUNkBz1L1g zYVbvVkVaD7C?7YCU3z+Y8k)N`cJEdL&rtIX_VjZKQuFjxTz-+? 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+++++++++++++++++++++++++++ community/graph_visualization_ru.png | Bin 0 -> 910974 bytes 3 files changed, 162 insertions(+) create mode 100644 community/README.ru.md create mode 100644 community/graph_visualization_ru.png diff --git a/README.md b/README.md index 2fa4372659..4ba6c666ec 100644 --- a/README.md +++ b/README.md @@ -38,7 +38,10 @@ More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github 🇵🇹 Português · 🇨🇳 [中文] + · + 🇷🇺 Русский

+
Why cognee? diff --git a/community/README.ru.md b/community/README.ru.md new file mode 100644 index 0000000000..c5a7b4a48c --- /dev/null +++ b/community/README.ru.md @@ -0,0 +1,159 @@ +
+ + Cognee Logo + + +
+ +Cognee - это платформа для управления памятью ИИ, предназначенная для повышения точности и надежности ответов больших языковых моделей (LLM) и ИИ-агентов. + +

+ Демо + · + Узнать больше + · + Присоединиться к Discord +

+ + + + [![GitHub forks](https://img.shields.io/github/forks/topoteretes/cognee.svg?style=social&label=Fork&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/network/) + [![GitHub stars](https://img.shields.io/github/stars/topoteretes/cognee.svg?style=social&label=Star&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/stargazers/) + [![GitHub commits](https://badgen.net/github.amrom.workers.devmits/topoteretes/cognee)](https://GitHub.com/topoteretes/cognee/commit/) + [![Github tag](https://badgen.net/github/tag/topoteretes/cognee)](https://github.com/topoteretes/cognee/tags/) + [![Downloads](https://static.pepy.tech/badge/cognee)](https://pepy.tech/project/cognee) + [![License](https://img.shields.io/github/license/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/blob/main/LICENSE) + [![Contributors](https://img.shields.io/github/contributors/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/graphs/contributors) + +cognee - Memory for AI Agents in 5 lines of code | Product Hunt + + +Создавай динамическую память для агентов, используя ECL (Extract -> Cognify -> Load) конвейер. + +Узнайте больше о [вариантах использования](https://docs.cognee.ai/use-cases) и [бенчмарках](https://github.com/topoteretes/cognee/tree/main/evals) + +
+ Почему cognee? +
+ +
+ + + +## Функциональность + +- Интеграция и извлечение данных: Позволяет подключать и извлекать прошлые разговоры, документы, изображения и аудиозаписи, обеспечивая доступ к разнообразным источникам информации. + +- Снижение галлюцинаций и затрат: Уменьшает вероятность генерации недостоверных ответов, снижает затраты на разработку и эксплуатацию ИИ-приложений. + +- Загрузка данных с использованием Pydantic: Обеспечивает загрузку данных в графовые и векторные базы данных с использованием только Pydantic, упрощая процесс интеграции. + +- Трансформация и организация данных: Позволяет трансформировать и структурировать данные, собирая их из более чем 30 различных источников, включая PDF, таблицы и другие форматы. + +- Модульные ECL-пайплайны: Использует модульные пайплайны Extract, Cognify, Load (ECL) для обработки данных, что обеспечивает гибкость и масштабируемость системы. + +- Поддержка онтологий на основе RDF: Использует онтологии на основе RDF для более интеллектуального управления данными и улучшения семантического понимания. + +- Локальное развертывание и масштабируемость: Позволяет развернуть систему на собственных серверах, обеспечивая безопасность данных и соответствие требованиям конфиденциальности. Система масштабируется для обработки больших объемов данных. + +## Начало работы + +Начните легко с помощью Google Colab блокнота или стартового репозитория + +## Помощь проекту + +Ваш вклад является основой для превращения этого в настоящий проект с открытым исходным кодом. Любой вклад, который вы сделаете, будет **очень приветствоваться**. Смотрите [`CONTRIBUTING.md`](/CONTRIBUTING.md) для получения дополнительной информации. + +## 📦 Установка + +Вы можете установить Cognee, используя **pip**, **poetry**, **uv** или любой другой менеджер пакетов Python. + +### С помощью pip + +```bash +pip install cognee +``` + +## 💻 Базовое использование + +### Настройка + +```python +import os +os.environ["LLM_API_KEY"] = "ВАШ_OPENAI_API_KEY" +``` + +Вы также можете установить переменные, создав файл .env, используя наш шаблон. +Для использования различных провайдеров LLM смотрите нашу документацию. + +### Пример использования + +Этот скрипт выполнит *стандартный* конвейер: + +```python +import cognee +import asyncio + + +async def main(): + # Добавляем текст в cognee + await cognee.add("Обработка естественного языка (NLP) - это междисциплинарная область компьютерных наук и информационного поиска.") + + # Генерируем граф знаний + await cognee.cognify() + + # Делаем поиск + results = await cognee.search("Расскажите мне о NLP") + + # Отображаем результаты + for result in results: + print(result) + + +if __name__ == '__main__': + asyncio.run(main()) + +``` +Пример вывода: +``` +Обработка естественного языка (NLP) — это междисциплинарная область, которая объединяет компьютерные науки и информационный поиск. Она включает в себя технологии и методы обработки человеческого языка для создания интерфейсов и обработки данных. +``` + +Визуализация графа: +Визуализация графа +[Открыть пример графа в браузере](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/main/assets/graph_visualization.html). + + +Больше примеров в документации. + + +## Изучите нашу архитектуру + +
+ концептуальная диаграмма cognee +
+ +## Демонстрации + +1. Что такое память ИИ: +[Видео](https://github.com/user-attachments/assets/8b2a0050-5ec4-424c-b417-8269971503f0) + +2. Простая демонстрация GraphRAG +[Видео](https://github.com/user-attachments/assets/d80b0776-4eb9-4b8e-aa22-3691e2d44b8f) + +3. Cognee с Ollama +[Видео](https://github.com/user-attachments/assets/8621d3e8-ecb8-4860-afb2-5594f2ee17db) + +## Правила поведения + +Мы стремимся сделать открытый исходный код приятным и уважительным опытом для нашего сообщества. Смотрите CODE_OF_CONDUCT для получения дополнительной информации. + +## 💫 Контрибьюторы + + + участники + + +## История звёзд на GitHub + +[![График истории звёзд](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date) diff --git a/community/graph_visualization_ru.png b/community/graph_visualization_ru.png new file mode 100644 index 0000000000000000000000000000000000000000..3d1a6b4357b06277742f7b00d6ac19faa7b83a2f GIT binary patch literal 910974 zcmeFZc{tSV`#)?6-6W+@_Nb6DZ4!o23Q?9+WRFTxb}@_@(n4aaNy#V`WlP9zl%1Fm z%D#_%n6Zu7p6flj@6Y}HexK(!e$Vf(=XV@W$037x&v;+gd7bC$e7#<$a8qM_L4I+5 z4h{~%a|UNFa&T;>b8u{m+RO{SW8IQUwz&&lMA?Ki8dEm_t^lV{AA$gn2w) zn5r~9T$APSkJCBO%pI)wu$=l6{y{kRk)=Mb)PrKf@MD*X&xLnfS~J95u-PIuqQDW| zNkv`dAX#jh_E0pZv}xpDFS(d1tH$;3G1^3GCoI{?~_hs zG!mV+I9@&&^iWdvnUVKe2aDiCC&j)@+x5I!{L1qAs|HVx-h5u9@H?(L-co8rD7GNX zAgqv6$20E}!7e;0=}EMIg4S*MXzy#S96LsikdrO#5Hj*(d=F0D+3Z=mS3$0P@cm(1 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za6T>ewZQ8KmTgyZkZx~quK6ab10$t12I_tuk)t0vY)dupYe!1f*HAN4b-2Fq!VWzb
z1ZQ?-@k-E}E#I+McI~f%7X4Lck*mNNtCCn2DaD3;<}H+t?_LBcUgY{GA7=~rd_&YH
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zT4@v%dP$zv6zabF1hZ`2DE=1fZ+!h&3AVpyD-Zns7x;%YJOBUy

literal 0
HcmV?d00001


From 6a1fca8fb8ce973d40d47e7d34059fc77b6f9a29 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Tue, 6 May 2025 16:25:05 +0200
Subject: [PATCH 20/24] Update README.md

---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4ba6c666ec..533efd7df3 100644
--- a/README.md
+++ b/README.md
@@ -72,7 +72,8 @@ Your contributions are at the core of making this a true open source project. An
 
 ## 📦 Installation
 
-You can install Cognee using either **pip**, **poetry**, **uv** or any other python package manager.
+You can install Cognee using either **pip**, **poetry**, **uv** or any other python package manager. 
+Cognee supports Python 3.8 to 3.12
 
 ### With pip
 

From 2faf2382840410c85934ef6c83795dca59484a17 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Tue, 6 May 2025 20:00:22 +0200
Subject: [PATCH 21/24] Update README.md

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 533efd7df3..543e9f24e0 100644
--- a/README.md
+++ b/README.md
@@ -61,7 +61,9 @@ More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github
 
 ## Get Started
 
-Get started quickly with a Google Colab  notebook  or  starter repo
+Get started quickly with a Google Colab  notebook  or  starter repo
+
+
 
 ## Contributing
 Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information.

From 0aac93e9c45c99f1b3830e1f85ffb00e8190ef5e Mon Sep 17 00:00:00 2001
From: Boris 
Date: Thu, 15 May 2025 13:15:49 +0200
Subject: [PATCH 22/24] Merge dev to main (#827)



## Description


## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.

---------

Co-authored-by: vasilije 
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: Igor Ilic 
Co-authored-by: Hande <159312713+hande-k@users.noreply.github.com>
Co-authored-by: Matea Pesic <80577904+matea16@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
Co-authored-by: Daniel Molnar 
Co-authored-by: Diego Baptista Theuerkauf <34717973+diegoabt@users.noreply.github.com>
---
 .github/actions/cognee_setup/action.yml       |    2 +-
 .github/workflows/python_version_tests.yml    |   19 +
 .github/workflows/test_memgraph.yml           |   57 +
 CONTRIBUTING.md                               |    2 +-
 Dockerfile                                    |   82 +-
 README.md                                     |   11 +-
 assets/cognee-ui-1.webp                       |  Bin 0 -> 898940 bytes
 assets/cognee-ui-2.webp                       |  Bin 0 -> 958664 bytes
 assets/cognee_benefits.png                    |  Bin 2374627 -> 361133 bytes
 assets/graph_visualization.html               |  128 -
 assets/graph_visualization.png                |  Bin 373595 -> 0 bytes
 cognee-frontend/src/app/page.tsx              |   11 +-
 .../app/wizard/CognifyStep/CognifyStep.tsx    |    2 +-
 .../app/wizard/ExploreStep/ExploreStep.tsx    |    4 +-
 cognee-frontend/src/app/wizard/WizardPage.tsx |    2 +-
 .../src/modules/datasets/cognifyDataset.ts    |    4 +-
 .../exploration/getExplorationGraphUrl.ts     |    2 +-
 .../modules/ingestion/DataView/DataView.tsx   |   24 +-
 .../src/ui/Partials/Explorer/Explorer.tsx     |    2 +-
 .../src/ui/Partials/SearchView/SearchView.tsx |    9 +-
 cognee-frontend/src/utils/fetch.ts            |    2 +-
 cognee-mcp/pyproject.toml                     |   10 +-
 cognee-mcp/src/server.py                      |  387 +-
 cognee-mcp/uv.lock                            | 4493 ---------
 cognee/api/v1/add/add.py                      |    5 +-
 cognee/api/v1/cognify/code_graph_pipeline.py  |   16 +-
 cognee/api/v1/cognify/cognify.py              |    4 +-
 cognee/api/v1/datasets/datasets.py            |    2 +-
 cognee/base_config.py                         |    6 +-
 cognee/exceptions/exceptions.py               |   11 +-
 .../databases/graph/get_graph_engine.py       |   12 +
 .../databases/graph/graph_db_interface.py     |    6 +-
 .../databases/graph/memgraph/__init__.py      |    0
 .../graph/memgraph/memgraph_adapter.py        |  690 ++
 .../databases/graph/networkx/adapter.py       |   18 +-
 .../sqlalchemy/SqlAlchemyAdapter.py           |    6 +-
 .../vector/chromadb/ChromaDBAdapter.py        |   94 +-
 .../databases/vector/exceptions/exceptions.py |    6 +-
 .../vector/lancedb/LanceDBAdapter.py          |   95 +-
 .../databases/vector/milvus/MilvusAdapter.py  |   31 +-
 .../vector/pgvector/PGVectorAdapter.py        |   84 +-
 .../databases/vector/qdrant/QDrantAdapter.py  |   86 +-
 .../vector/weaviate_db/WeaviateAdapter.py     |  147 +-
 cognee/infrastructure/llm/gemini/adapter.py   |   16 +-
 cognee/infrastructure/llm/openai/adapter.py   |   12 +-
 cognee/modules/data/methods/__init__.py       |    1 +
 cognee/modules/data/methods/create_dataset.py |   14 +-
 .../data/methods/get_unique_dataset_id.py     |    6 +
 .../modules/graph/cognee_graph/CogneeGraph.py |    6 +-
 cognee/modules/observability/get_observe.py   |   11 +
 cognee/modules/observability/observers.py     |    9 +
 .../modules/pipelines/models/PipelineRun.py   |    1 +
 .../modules/pipelines/operations/__init__.py  |    1 +
 .../operations/get_pipeline_status.py         |    3 +-
 .../operations/log_pipeline_run_initiated.py  |   22 +
 .../modules/pipelines/operations/pipeline.py  |   88 +-
 .../modules/pipelines/operations/run_tasks.py |   13 +-
 .../pipelines/operations/run_tasks_base.py    |   16 +-
 .../modules/retrieval/exceptions/__init__.py  |    2 +-
 .../retrieval/exceptions/exceptions.py        |   10 -
 .../retrieval/graph_completion_retriever.py   |    6 +-
 .../utils/brute_force_triplet_search.py       |   35 +-
 cognee/modules/settings/get_settings.py       |    5 +-
 cognee/shared/data_models.py                  |    8 -
 cognee/shared/logging_utils.py                |    2 +-
 cognee/tasks/ingestion/ingest_data.py         |    2 +-
 .../index_graphiti_objects.py                 |   20 +-
 .../integration/run_toy_tasks/conftest.py     |   11 -
 .../integration/run_toy_tasks/data/cognee_db  |  Bin 159744 -> 0 bytes
 cognee/tests/test_memgraph.py                 |  107 +
 cognee/tests/test_neo4j.py                    |   19 +-
 cognee/tests/test_weaviate.py                 |    2 +-
 .../pipelines}/run_task_from_queue_test.py    |    0
 .../modules/pipelines}/run_tasks_test.py      |    4 +
 .../pipelines/run_tasks_with_context_test.py  |   47 +
 .../retrieval/chunks_retriever_test.py        |   21 +-
 .../graph_completion_retriever_test.py        |    9 +-
 .../retrieval/summaries_retriever_test.py     |    2 +-
 .../utils/brute_force_triplet_search_test.py  |   44 -
 entrypoint.sh                                 |   11 +-
 examples/data/car_and_tech_companies.txt      |   37 +
 examples/python/graphiti_example.py           |    6 +-
 notebooks/cognee_demo.ipynb                   |   50 +-
 notebooks/cognee_graphiti_demo.ipynb          |   30 +-
 notebooks/cognee_llama_index.ipynb            |    8 +-
 notebooks/cognee_simple_demo.ipynb            |   48 +-
 notebooks/github_graph_visualization.html     |  128 -
 notebooks/graphrag_vs_rag.ipynb               |  102 +-
 notebooks/hr_demo.ipynb                       |  978 --
 .../llama_index_cognee_integration.ipynb      |   19 +-
 notebooks/node_scores.ipynb                   |  634 ++
 notebooks/ontology_demo.ipynb                 | 1058 +-
 poetry.lock                                   | 2789 +++---
 pyproject.toml                                |  250 +-
 uv.lock                                       | 8473 +++++++++++++++++
 95 files changed, 12619 insertions(+), 9149 deletions(-)
 create mode 100644 .github/workflows/test_memgraph.yml
 create mode 100644 assets/cognee-ui-1.webp
 create mode 100644 assets/cognee-ui-2.webp
 delete mode 100644 assets/graph_visualization.html
 delete mode 100644 assets/graph_visualization.png
 delete mode 100644 cognee-mcp/uv.lock
 create mode 100644 cognee/infrastructure/databases/graph/memgraph/__init__.py
 create mode 100644 cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py
 create mode 100644 cognee/modules/data/methods/get_unique_dataset_id.py
 create mode 100644 cognee/modules/observability/get_observe.py
 create mode 100644 cognee/modules/observability/observers.py
 create mode 100644 cognee/modules/pipelines/operations/log_pipeline_run_initiated.py
 delete mode 100644 cognee/tests/integration/run_toy_tasks/conftest.py
 delete mode 100644 cognee/tests/integration/run_toy_tasks/data/cognee_db
 create mode 100644 cognee/tests/test_memgraph.py
 rename cognee/tests/{integration/run_toy_tasks => unit/modules/pipelines}/run_task_from_queue_test.py (100%)
 rename cognee/tests/{integration/run_toy_tasks => unit/modules/pipelines}/run_tasks_test.py (96%)
 create mode 100644 cognee/tests/unit/modules/pipelines/run_tasks_with_context_test.py
 delete mode 100644 cognee/tests/unit/modules/retrieval/utils/brute_force_triplet_search_test.py
 create mode 100644 examples/data/car_and_tech_companies.txt
 delete mode 100644 notebooks/github_graph_visualization.html
 delete mode 100644 notebooks/hr_demo.ipynb
 create mode 100644 notebooks/node_scores.ipynb
 create mode 100644 uv.lock

diff --git a/.github/actions/cognee_setup/action.yml b/.github/actions/cognee_setup/action.yml
index 51e38f7618..ca677e01fc 100644
--- a/.github/actions/cognee_setup/action.yml
+++ b/.github/actions/cognee_setup/action.yml
@@ -24,4 +24,4 @@ runs:
 
     - name: Install dependencies
       shell: bash
-      run: poetry install --no-interaction -E api -E docs -E evals -E gemini -E codegraph -E ollama
+      run: poetry install --no-interaction -E api -E docs -E evals -E gemini -E codegraph -E ollama -E dev
diff --git a/.github/workflows/python_version_tests.yml b/.github/workflows/python_version_tests.yml
index 75b5bfa18b..31a843389b 100644
--- a/.github/workflows/python_version_tests.yml
+++ b/.github/workflows/python_version_tests.yml
@@ -58,8 +58,10 @@ jobs:
           python-version: ${{ inputs.python-version }}
 
       - name: Run unit tests
+        shell: bash
         run: poetry run pytest cognee/tests/unit/
         env:
+          PYTHONUTF8: 1
           LLM_PROVIDER: openai
           LLM_MODEL: ${{ secrets.LLM_MODEL }}
           LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }}
@@ -74,10 +76,26 @@ jobs:
 
       - name: Run integration tests
         if: ${{ !contains(matrix.os, 'windows') }}
+        shell: bash
         run: poetry run pytest cognee/tests/integration/
+        env:
+          PYTHONUTF8: 1
+          LLM_PROVIDER: openai
+          LLM_MODEL: ${{ secrets.LLM_MODEL }}
+          LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }}
+          LLM_API_KEY: ${{ secrets.LLM_API_KEY }}
+          LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }}
+
+          EMBEDDING_PROVIDER: openai
+          EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }}
+          EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }}
+          EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }}
+          EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }}
 
       - name: Run default basic pipeline
+        shell: bash
         env:
+          PYTHONUTF8: 1
           GRAPHISTRY_USERNAME: ${{ secrets.GRAPHISTRY_USERNAME }}
           GRAPHISTRY_PASSWORD: ${{ secrets.GRAPHISTRY_PASSWORD }}
 
@@ -95,6 +113,7 @@ jobs:
         run: poetry run python ./cognee/tests/test_library.py
 
       - name: Build with Poetry
+        shell: bash
         run: poetry build
 
       - name: Install Package
diff --git a/.github/workflows/test_memgraph.yml b/.github/workflows/test_memgraph.yml
new file mode 100644
index 0000000000..b7ea9d837d
--- /dev/null
+++ b/.github/workflows/test_memgraph.yml
@@ -0,0 +1,57 @@
+name: test | memgraph
+
+# on:
+#  workflow_dispatch:
+#  pull_request:
+#    types: [labeled, synchronize]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+env:
+  RUNTIME__LOG_LEVEL: ERROR
+
+jobs:
+  run_memgraph_integration_test:
+    name: test
+    runs-on: ubuntu-22.04
+
+    defaults:
+      run:
+        shell: bash
+
+    steps:
+      - name: Check out
+        uses: actions/checkout@master
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.10.x'
+
+      - name: Install Poetry
+        uses: snok/install-poetry@v1.4.1
+        with:
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+          installer-parallel: true
+
+      - name: Install dependencies
+        run: poetry install -E memgraph --no-interaction
+
+      - name: Run default Memgraph
+        env:
+          ENV: 'dev'
+          LLM_MODEL: ${{ secrets.LLM_MODEL }}
+          LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }}
+          LLM_API_KEY: ${{ secrets.LLM_API_KEY }}
+          LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }}
+          EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }}
+          EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }}
+          EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }}
+          EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }}
+          GRAPH_DATABASE_URL: ${{ secrets.MEMGRAPH_API_URL }}
+          GRAPH_DATABASE_PASSWORD: ${{ secrets.MEMGRAPH_API_KEY }}
+          GRAPH_DATABASE_USERNAME: " "
+        run: poetry run python ./cognee/tests/test_memgraph.py
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 736a21024c..9e97d0d234 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -97,7 +97,7 @@ git push origin feature/your-feature-name
 
 2. Create a Pull Request:
    - Go to the [**cognee** repository](https://github.com/topoteretes/cognee)
-   - Click "Compare & Pull Request" and make sure to open PR against dev branch
+   - Click "Compare & Pull Request"
    - Fill in the PR template with details about your changes
 
 ## 5. 📜 Developer Certificate of Origin (DCO)
diff --git a/Dockerfile b/Dockerfile
index 54f110f1e6..a3ea68bf6c 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,59 +1,61 @@
-FROM python:3.11-slim
-
-# Define Poetry extras to install
-ARG POETRY_EXTRAS="\
-# API \
-api \
-# Storage & Databases \
-postgres weaviate qdrant neo4j falkordb milvus kuzu chromadb \
-# Notebooks & Interactive Environments \
-notebook \
-# LLM & AI Frameworks \
-langchain llama-index gemini huggingface ollama mistral groq anthropic \
-# Evaluation & Monitoring \
-deepeval evals posthog \
-# Graph Processing & Code Analysis \
-codegraph graphiti \
-# Document Processing \
-docs"
+# Use a Python image with uv pre-installed
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS uv
+
+# Install the project into `/app`
+WORKDIR /app
+
+# Enable bytecode compilation
+# ENV UV_COMPILE_BYTECODE=1
+
+# Copy from the cache instead of linking since it's a mounted volume
+ENV UV_LINK_MODE=copy
 
 # Set build argument
 ARG DEBUG
 
 # Set environment variable based on the build argument
 ENV DEBUG=${DEBUG}
-ENV PIP_NO_CACHE_DIR=true
-ENV PATH="${PATH}:/root/.poetry/bin"
 
-RUN apt-get update
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    gcc \
+    libpq-dev \
+    git \
+    curl \
+    clang \
+    build-essential \
+    && rm -rf /var/lib/apt/lists/*
 
-RUN apt-get install -y \
-  gcc \
-  libpq-dev
+# Copy pyproject.toml and lockfile first for better caching
+COPY README.md pyproject.toml uv.lock entrypoint.sh ./
 
-WORKDIR /app
-COPY pyproject.toml poetry.lock /app/
-
-RUN pip install poetry
+# Install the project's dependencies using the lockfile and settings
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --extra debug --extra api --extra postgres --extra weaviate --extra qdrant --extra neo4j --extra kuzu --extra llama-index --extra gemini --extra ollama --extra mistral --extra groq --extra anthropic --frozen --no-install-project --no-dev --no-editable
 
-# Don't create virtualenv since Docker is already isolated
-RUN poetry config virtualenvs.create false
+# Copy Alembic configuration
+COPY alembic.ini /app/alembic.ini
+COPY alembic/ /app/alembic
 
-# Install the dependencies using the defined extras
-RUN poetry install --extras "${POETRY_EXTRAS}" --no-root --without dev
+# Then, add the rest of the project source code and install it
+# Installing separately from its dependencies allows optimal layer caching
+COPY ./cognee /app/cognee
+RUN --mount=type=cache,target=/root/.cache/uv \
+uv sync --extra debug --extra api --extra postgres --extra weaviate --extra qdrant --extra neo4j --extra kuzu --extra llama-index --extra gemini --extra ollama --extra mistral --extra groq --extra anthropic --frozen --no-dev --no-editable
 
-# Set the PYTHONPATH environment variable to include the /app directory
-ENV PYTHONPATH=/app
+FROM python:3.12-slim-bookworm
 
-COPY cognee/ /app/cognee
+WORKDIR /app
 
-# Copy Alembic configuration
-COPY alembic.ini /app/alembic.ini
-COPY alembic/ /app/alembic
+COPY --from=uv /app /app
+# COPY --from=uv /app/.venv /app/.venv
+# COPY --from=uv /root/.local /root/.local
 
-COPY entrypoint.sh /app/entrypoint.sh
 RUN chmod +x /app/entrypoint.sh
 
-RUN sed -i 's/\r$//' /app/entrypoint.sh
+# Place executables in the environment at the front of the path
+ENV PATH="/app/.venv/bin:$PATH"
+
+ENV PYTHONPATH=/app
 
 ENTRYPOINT ["/app/entrypoint.sh"]
diff --git a/README.md b/README.md
index 543e9f24e0..ad46fe7168 100644
--- a/README.md
+++ b/README.md
@@ -64,7 +64,6 @@ More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github
 Get started quickly with a Google Colab  notebook  or  starter repo
 
 
-
 ## Contributing
 Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information.
 
@@ -130,12 +129,14 @@ Example output:
   Natural Language Processing (NLP) is a cross-disciplinary and interdisciplinary field that involves computer science and information retrieval. It focuses on the interaction between computers and human language, enabling machines to understand and process natural language.
   
 ```
-Graph visualization:
-Graph Visualization
-Open in [browser](https://rawcdn.githack.com/topoteretes/cognee/refs/heads/main/assets/graph_visualization.html).
 
-For more advanced usage, have a look at our  documentation.
+### cognee UI
+
+You can also cognify your files and query using cognee UI. 
+
+Cognee UI 2
 
+Try cognee UI out locally [here](https://docs.cognee.ai/how-to-guides/cognee-ui).
 
 ## Understand our architecture
 
diff --git a/assets/cognee-ui-1.webp b/assets/cognee-ui-1.webp
new file mode 100644
index 0000000000000000000000000000000000000000..714bf3a68c2d522532635ad5b71f110530f4701d
GIT binary patch
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)} diff --git a/cognee-frontend/src/app/wizard/CognifyStep/CognifyStep.tsx b/cognee-frontend/src/app/wizard/CognifyStep/CognifyStep.tsx index 21100cbf2a..7d6cdc0aeb 100644 --- a/cognee-frontend/src/app/wizard/CognifyStep/CognifyStep.tsx +++ b/cognee-frontend/src/app/wizard/CognifyStep/CognifyStep.tsx @@ -7,7 +7,7 @@ import cognifyDataset from '@/modules/datasets/cognifyDataset'; interface ConfigStepProps { onNext: () => void; - dataset: { id: string } + dataset: { name: string } } export default function CognifyStep({ onNext, dataset }: ConfigStepProps) { diff --git a/cognee-frontend/src/app/wizard/ExploreStep/ExploreStep.tsx b/cognee-frontend/src/app/wizard/ExploreStep/ExploreStep.tsx index 10310b1408..8cc0e422a2 100644 --- a/cognee-frontend/src/app/wizard/ExploreStep/ExploreStep.tsx +++ b/cognee-frontend/src/app/wizard/ExploreStep/ExploreStep.tsx @@ -2,13 +2,13 @@ import { Explorer } from '@/ui/Partials'; import { Spacer } from 'ohmy-ui'; interface ExploreStepProps { - dataset: { id: string }; + dataset: { name: string }; } export default function ExploreStep({ dataset }: ExploreStepProps) { return ( - + ) } diff --git a/cognee-frontend/src/app/wizard/WizardPage.tsx b/cognee-frontend/src/app/wizard/WizardPage.tsx index 1a91589752..b8d064f4eb 100644 --- a/cognee-frontend/src/app/wizard/WizardPage.tsx +++ b/cognee-frontend/src/app/wizard/WizardPage.tsx @@ -29,7 +29,7 @@ export default function WizardPage({ setFalse: closeSettingsModal, } = useBoolean(false); - const dataset = { id: 'main' }; + const dataset = { name: 'main' }; return (
diff --git a/cognee-frontend/src/modules/datasets/cognifyDataset.ts b/cognee-frontend/src/modules/datasets/cognifyDataset.ts index 70260ec6d9..a723c712bc 100644 --- a/cognee-frontend/src/modules/datasets/cognifyDataset.ts +++ b/cognee-frontend/src/modules/datasets/cognifyDataset.ts @@ -1,13 +1,13 @@ import { fetch } from '@/utils'; -export default function cognifyDataset(dataset: { id: string, name: string }) { +export default function cognifyDataset(dataset: { id?: string, name?: string }) { return fetch('/v1/cognify', { method: 'POST', headers: { 'Content-Type': 'application/json', }, body: JSON.stringify({ - datasets: [dataset.id], + datasets: [dataset.id || dataset.name], }), }).then((response) => response.json()); } diff --git a/cognee-frontend/src/modules/exploration/getExplorationGraphUrl.ts b/cognee-frontend/src/modules/exploration/getExplorationGraphUrl.ts index 080302691a..2721e7b036 100644 --- a/cognee-frontend/src/modules/exploration/getExplorationGraphUrl.ts +++ b/cognee-frontend/src/modules/exploration/getExplorationGraphUrl.ts @@ -1,6 +1,6 @@ import { fetch } from '@/utils'; -export default function getExplorationGraphUrl(dataset: { id: string }) { +export default function getExplorationGraphUrl(dataset: { name: string }) { return fetch('/v1/visualize') .then(async (response) => { if (response.status !== 200) { diff --git a/cognee-frontend/src/modules/ingestion/DataView/DataView.tsx b/cognee-frontend/src/modules/ingestion/DataView/DataView.tsx index ac69e2a3d2..b2cb06b44f 100644 --- a/cognee-frontend/src/modules/ingestion/DataView/DataView.tsx +++ b/cognee-frontend/src/modules/ingestion/DataView/DataView.tsx @@ -6,6 +6,8 @@ import { Text, UploadInput, CloseIcon, + CTAButton, + useBoolean, } from "ohmy-ui"; import { fetch } from '@/utils'; import RawDataPreview from './RawDataPreview'; @@ -28,9 +30,10 @@ interface DataViewProps { datasetId: string; onClose: () => void; onDataAdd: (dataset: DatasetLike, files: File[]) => void; + onCognify: () => Promise; } -export default function DataView({ datasetId, data, onClose, onDataAdd }: DataViewProps) { +export default function DataView({ datasetId, data, onClose, onDataAdd, onCognify }: DataViewProps) { // const handleDataDelete = () => {}; const [rawData, setRawData] = useState(null); const [selectedData, setSelectedData] = useState(null); @@ -52,7 +55,19 @@ export default function DataView({ datasetId, data, onClose, onDataAdd }: DataVi const handleDataAdd = (files: File[]) => { onDataAdd({ id: datasetId }, files); - } + }; + + const { + value: isCognifyButtonDisabled, + setTrue: disableCognifyButton, + setFalse: enableCognifyButton, + } = useBoolean(false); + + const handleCognify = () => { + disableCognifyButton(); + onCognify() + .finally(() => enableCognifyButton()); + }; return ( @@ -62,6 +77,11 @@ export default function DataView({ datasetId, data, onClose, onDataAdd }: DataVi Add data +
+ + Cognify + +
diff --git a/cognee-frontend/src/ui/Partials/Explorer/Explorer.tsx b/cognee-frontend/src/ui/Partials/Explorer/Explorer.tsx index 8ae30c1e9e..cc9759ee63 100644 --- a/cognee-frontend/src/ui/Partials/Explorer/Explorer.tsx +++ b/cognee-frontend/src/ui/Partials/Explorer/Explorer.tsx @@ -7,7 +7,7 @@ import { getExplorationGraphUrl } from '@/modules/exploration'; import styles from './Explorer.module.css'; interface ExplorerProps { - dataset: { id: string }; + dataset: { name: string }; className?: string; style?: React.CSSProperties; } diff --git a/cognee-frontend/src/ui/Partials/SearchView/SearchView.tsx b/cognee-frontend/src/ui/Partials/SearchView/SearchView.tsx index 8def51c00d..664a46fad2 100644 --- a/cognee-frontend/src/ui/Partials/SearchView/SearchView.tsx +++ b/cognee-frontend/src/ui/Partials/SearchView/SearchView.tsx @@ -28,9 +28,6 @@ export default function SearchView() { }, []); const searchOptions = [{ - value: 'INSIGHTS', - label: 'Query insights from documents', - }, { value: 'GRAPH_COMPLETION', label: 'Completion using Cognee\'s graph based memory', }, { @@ -81,6 +78,8 @@ export default function SearchView() { scrollToBottom(); + setInputValue(''); + const searchTypeValue = searchType.value; fetch('/v1/search', { @@ -103,10 +102,12 @@ export default function SearchView() { text: convertToSearchTypeOutput(systemMessage, searchTypeValue), }, ]); - setInputValue(''); scrollToBottom(); }) + .catch(() => { + setInputValue(inputValue); + }); }, [inputValue, scrollToBottom, searchType.value]); const { diff --git a/cognee-frontend/src/utils/fetch.ts b/cognee-frontend/src/utils/fetch.ts index bf2e961188..101c1de85d 100644 --- a/cognee-frontend/src/utils/fetch.ts +++ b/cognee-frontend/src/utils/fetch.ts @@ -1,7 +1,7 @@ import handleServerErrors from './handleServerErrors'; export default function fetch(url: string, options: RequestInit = {}): Promise { - return global.fetch('http://127.0.0.1:8000/api' + url, { + return global.fetch('http://localhost:8000/api' + url, { ...options, headers: { ...options.headers, diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index 6d2f8861c7..a2190dfda5 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -1,12 +1,15 @@ [project] name = "cognee-mcp" -version = "0.2.3" +version = "0.3.0" description = "A MCP server project" readme = "README.md" requires-python = ">=3.10" dependencies = [ - "cognee[postgres,codegraph,gemini,huggingface]==0.1.39", + # For local cognee repo usage remove comment bellow and add absolute path to cognee + #"cognee[postgres,codegraph,gemini,huggingface] @ file:/Users//Desktop/cognee", + "cognee[postgres,codegraph,gemini,huggingface]==0.1.40", + "fastmcp>=1.0", "mcp==1.5.0", "uv>=0.6.3", ] @@ -27,5 +30,8 @@ dev = [ "debugpy>=1.8.12", ] +[tool.hatch.metadata] +allow-direct-references = true + [project.scripts] cognee = "src:main" diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index 6340906d6f..f8c65bc7c8 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -1,253 +1,164 @@ -import asyncio import json import os import sys +import argparse import cognee +import asyncio from cognee.shared.logging_utils import get_logger, get_log_file_location import importlib.util from contextlib import redirect_stdout - -# from PIL import Image as PILImage import mcp.types as types -from mcp.server import Server, NotificationOptions -from mcp.server.models import InitializationOptions +from mcp.server import FastMCP +from cognee.modules.pipelines.operations.get_pipeline_status import get_pipeline_status +from cognee.modules.data.methods.get_unique_dataset_id import get_unique_dataset_id +from cognee.modules.users.methods import get_default_user from cognee.api.v1.cognify.code_graph_pipeline import run_code_graph_pipeline from cognee.modules.search.types import SearchType from cognee.shared.data_models import KnowledgeGraph from cognee.modules.storage.utils import JSONEncoder -mcp = Server("cognee") +mcp = FastMCP("Cognee") logger = get_logger() +log_file = get_log_file_location() + + +@mcp.tool() +async def cognify(text: str, graph_model_file: str = None, graph_model_name: str = None) -> list: + async def cognify_task( + text: str, graph_model_file: str = None, graph_model_name: str = None + ) -> str: + """Build knowledge graph from the input text""" + # NOTE: MCP uses stdout to communicate, we must redirect all output + # going to stdout ( like the print function ) to stderr. + with redirect_stdout(sys.stderr): + logger.info("Cognify process starting.") + if graph_model_file and graph_model_name: + graph_model = load_class(graph_model_file, graph_model_name) + else: + graph_model = KnowledgeGraph + + await cognee.add(text) + + try: + await cognee.cognify(graph_model=graph_model) + logger.info("Cognify process finished.") + except Exception as e: + logger.error("Cognify process failed.") + raise ValueError(f"Failed to cognify: {str(e)}") + + asyncio.create_task( + cognify_task( + text=text, + graph_model_file=graph_model_file, + graph_model_name=graph_model_name, + ) + ) + text = ( + f"Background process launched due to MCP timeout limitations.\n" + f"To check current cognify status use the cognify_status tool\n" + f"or check the log file at: {log_file}" + ) -@mcp.list_tools() -async def list_tools() -> list[types.Tool]: return [ - types.Tool( - name="cognify", - description="Cognifies text into knowledge graph", - inputSchema={ - "type": "object", - "properties": { - "text": { - "type": "string", - "description": "The text to cognify", - }, - "graph_model_file": { - "type": "string", - "description": "The path to the graph model file (Optional)", - }, - "graph_model_name": { - "type": "string", - "description": "The name of the graph model (Optional)", - }, - }, - "required": ["text"], - }, - ), - types.Tool( - name="codify", - description="Transforms codebase into knowledge graph", - inputSchema={ - "type": "object", - "properties": { - "repo_path": { - "type": "string", - }, - }, - "required": ["repo_path"], - }, - ), - types.Tool( - name="search", - description="Searches for information in knowledge graph", - inputSchema={ - "type": "object", - "properties": { - "search_query": { - "type": "string", - "description": "The query to search for", - }, - "search_type": { - "type": "string", - "description": "The type of search to perform (e.g., INSIGHTS, CODE)", - }, - }, - "required": ["search_query"], - }, - ), - types.Tool( - name="prune", - description="Prunes knowledge graph", - inputSchema={ - "type": "object", - "properties": {}, - }, - ), + types.TextContent( + type="text", + text=text, + ) ] -@mcp.call_tool() -async def call_tools(name: str, arguments: dict) -> list[types.TextContent]: - try: +@mcp.tool() +async def codify(repo_path: str) -> list: + async def codify_task(repo_path: str): # NOTE: MCP uses stdout to communicate, we must redirect all output # going to stdout ( like the print function ) to stderr. with redirect_stdout(sys.stderr): - log_file = get_log_file_location() - - if name == "cognify": - asyncio.create_task( - cognify( - text=arguments["text"], - graph_model_file=arguments.get("graph_model_file"), - graph_model_name=arguments.get("graph_model_name"), - ) - ) - - text = ( - f"Background process launched due to MCP timeout limitations.\n" - f"Average completion time is around 4 minutes.\n" - f"For current cognify status you can check the log file at: {log_file}" - ) - - return [ - types.TextContent( - type="text", - text=text, - ) - ] - if name == "codify": - asyncio.create_task(codify(arguments.get("repo_path"))) - - text = ( - f"Background process launched due to MCP timeout limitations.\n" - f"Average completion time is around 4 minutes.\n" - f"For current codify status you can check the log file at: {log_file}" - ) - - return [ - types.TextContent( - type="text", - text=text, - ) - ] - elif name == "search": - search_results = await search(arguments["search_query"], arguments["search_type"]) - - return [types.TextContent(type="text", text=search_results)] - elif name == "prune": - await prune() - - return [types.TextContent(type="text", text="Pruned")] - except Exception as e: - logger.error(f"Error calling tool '{name}': {str(e)}") - return [types.TextContent(type="text", text=f"Error calling tool '{name}': {str(e)}")] - + logger.info("Codify process starting.") + results = [] + async for result in run_code_graph_pipeline(repo_path, False): + results.append(result) + logger.info(result) + if all(results): + logger.info("Codify process finished succesfully.") + else: + logger.info("Codify process failed.") + + asyncio.create_task(codify_task(repo_path)) + + text = ( + f"Background process launched due to MCP timeout limitations.\n" + f"To check current codify status use the codify_status tool\n" + f"or you can check the log file at: {log_file}" + ) -async def cognify(text: str, graph_model_file: str = None, graph_model_name: str = None) -> str: - """Build knowledge graph from the input text""" - # NOTE: MCP uses stdout to communicate, we must redirect all output - # going to stdout ( like the print function ) to stderr. - # As cognify is an async background job the output had to be redirected again. - with redirect_stdout(sys.stderr): - logger.info("Cognify process starting.") - if graph_model_file and graph_model_name: - graph_model = load_class(graph_model_file, graph_model_name) - else: - graph_model = KnowledgeGraph - - await cognee.add(text) - - try: - await cognee.cognify(graph_model=graph_model) - logger.info("Cognify process finished.") - except Exception as e: - logger.error("Cognify process failed.") - raise ValueError(f"Failed to cognify: {str(e)}") - - -async def codify(repo_path: str): - # NOTE: MCP uses stdout to communicate, we must redirect all output - # going to stdout ( like the print function ) to stderr. - # As codify is an async background job the output had to be redirected again. - with redirect_stdout(sys.stderr): - logger.info("Codify process starting.") - results = [] - async for result in run_code_graph_pipeline(repo_path, False): - results.append(result) - logger.info(result) - if all(results): - logger.info("Codify process finished succesfully.") - else: - logger.info("Codify process failed.") - - -async def search(search_query: str, search_type: str) -> str: - """Search the knowledge graph""" - # NOTE: MCP uses stdout to communicate, we must redirect all output - # going to stdout ( like the print function ) to stderr. - with redirect_stdout(sys.stderr): - search_results = await cognee.search( - query_type=SearchType[search_type.upper()], query_text=search_query + return [ + types.TextContent( + type="text", + text=text, ) + ] - if search_type.upper() == "CODE": - return json.dumps(search_results, cls=JSONEncoder) - elif search_type.upper() == "GRAPH_COMPLETION" or search_type.upper() == "RAG_COMPLETION": - return search_results[0] - elif search_type.upper() == "CHUNKS": - return str(search_results) - elif search_type.upper() == "INSIGHTS": - results = retrieved_edges_to_string(search_results) - return results - else: - return str(search_results) +@mcp.tool() +async def search(search_query: str, search_type: str) -> list: + async def search_task(search_query: str, search_type: str) -> str: + """Search the knowledge graph""" + # NOTE: MCP uses stdout to communicate, we must redirect all output + # going to stdout ( like the print function ) to stderr. + with redirect_stdout(sys.stderr): + search_results = await cognee.search( + query_type=SearchType[search_type.upper()], query_text=search_query + ) + if search_type.upper() == "CODE": + return json.dumps(search_results, cls=JSONEncoder) + elif ( + search_type.upper() == "GRAPH_COMPLETION" or search_type.upper() == "RAG_COMPLETION" + ): + return search_results[0] + elif search_type.upper() == "CHUNKS": + return str(search_results) + elif search_type.upper() == "INSIGHTS": + results = retrieved_edges_to_string(search_results) + return results + else: + return str(search_results) + + search_results = await search_task(search_query, search_type) + return [types.TextContent(type="text", text=search_results)] + + +@mcp.tool() async def prune(): """Reset the knowledge graph""" - await cognee.prune.prune_data() - await cognee.prune.prune_system(metadata=True) - - -async def main(): - try: - from mcp.server.stdio import stdio_server - - logger.info("Cognee MCP server started...") - - async with stdio_server() as (read_stream, write_stream): - await mcp.run( - read_stream=read_stream, - write_stream=write_stream, - initialization_options=InitializationOptions( - server_name="cognee", - server_version="0.1.0", - capabilities=mcp.get_capabilities( - notification_options=NotificationOptions(), - experimental_capabilities={}, - ), - ), - raise_exceptions=True, - ) - - logger.info("Cognee MCP server closed.") + with redirect_stdout(sys.stderr): + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + return [types.TextContent(type="text", text="Pruned")] - except Exception as e: - logger.error(f"Server failed to start: {str(e)}", exc_info=True) - raise +@mcp.tool() +async def cognify_status(): + """Get status of cognify pipeline""" + with redirect_stdout(sys.stderr): + user = await get_default_user() + status = await get_pipeline_status( + [await get_unique_dataset_id("main_dataset", user)], "cognify_pipeline" + ) + return [types.TextContent(type="text", text=str(status))] -# async def visualize() -> Image: -# """Visualize the knowledge graph""" -# try: -# image_path = await cognee.visualize_graph() -# img = PILImage.open(image_path) -# return Image(data=img.tobytes(), format="png") -# except (FileNotFoundError, IOError, ValueError) as e: -# raise ValueError(f"Failed to create visualization: {str(e)}") +@mcp.tool() +async def codify_status(): + """Get status of codify pipeline""" + with redirect_stdout(sys.stderr): + user = await get_default_user() + status = await get_pipeline_status( + [await get_unique_dataset_id("codebase", user)], "cognify_code_pipeline" + ) + return [types.TextContent(type="text", text=str(status))] def node_to_string(node): @@ -265,6 +176,7 @@ def retrieved_edges_to_string(search_results): relationship_type = edge["relationship_name"] edge_str = f"{node_to_string(node1)} {relationship_type} {node_to_string(node2)}" edge_strings.append(edge_str) + return "\n".join(edge_strings) @@ -279,32 +191,31 @@ def load_class(model_file, model_name): return model_class -# def get_freshest_png(directory: str) -> Image: -# if not os.path.exists(directory): -# raise FileNotFoundError(f"Directory {directory} does not exist") +async def main(): + parser = argparse.ArgumentParser() -# # List all files in 'directory' that end with .png -# files = [f for f in os.listdir(directory) if f.endswith(".png")] -# if not files: -# raise FileNotFoundError("No PNG files found in the given directory.") + parser.add_argument( + "--transport", + choices=["sse", "stdio"], + default="stdio", + help="Transport to use for communication with the client. (default: stdio)", + ) -# # Sort by integer value of the filename (minus the '.png') -# # Example filename: 1673185134.png -> integer 1673185134 -# try: -# files_sorted = sorted(files, key=lambda x: int(x.replace(".png", ""))) -# except ValueError as e: -# raise ValueError("Invalid PNG filename format. Expected timestamp format.") from e + args = parser.parse_args() -# # The "freshest" file has the largest timestamp -# freshest_filename = files_sorted[-1] -# freshest_path = os.path.join(directory, freshest_filename) + logger.info(f"Starting MCP server with transport: {args.transport}") + if args.transport == "stdio": + await mcp.run_stdio_async() + elif args.transport == "sse": + logger.info( + f"Running MCP server with SSE transport on {mcp.settings.host}:{mcp.settings.port}" + ) + await mcp.run_sse_async() -# # Open the image with PIL and return the PIL Image object -# try: -# return PILImage.open(freshest_path) -# except (IOError, OSError) as e: -# raise IOError(f"Failed to open PNG file {freshest_path}") from e if __name__ == "__main__": - # Initialize and run the server - asyncio.run(main()) + try: + asyncio.run(main()) + except Exception as e: + logger.error(f"Error initializing Cognee MCP server: {str(e)}") + raise diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock deleted 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b/cognee/api/v1/add/add.py @@ -1,8 +1,9 @@ from typing import Union, BinaryIO, List, Optional -from cognee.modules.users.models import User + from cognee.modules.pipelines import Task -from cognee.tasks.ingestion import ingest_data, resolve_data_directories +from cognee.modules.users.models import User from cognee.modules.pipelines import cognee_pipeline +from cognee.tasks.ingestion import ingest_data, resolve_data_directories async def add( diff --git a/cognee/api/v1/cognify/code_graph_pipeline.py b/cognee/api/v1/cognify/code_graph_pipeline.py index fd0b723ef9..e2bd1115db 100644 --- a/cognee/api/v1/cognify/code_graph_pipeline.py +++ b/cognee/api/v1/cognify/code_graph_pipeline.py @@ -1,19 +1,19 @@ import os import pathlib import asyncio -from cognee.shared.logging_utils import get_logger from uuid import NAMESPACE_OID, uuid5 +from cognee.shared.logging_utils import get_logger +from cognee.modules.observability.get_observe import get_observe from cognee.api.v1.search import SearchType, search from cognee.api.v1.visualize.visualize import visualize_graph -from cognee.base_config import get_base_config from cognee.modules.cognify.config import get_cognify_config from cognee.modules.pipelines import run_tasks from cognee.modules.pipelines.tasks.task import Task from cognee.modules.users.methods import get_default_user -from cognee.shared.data_models import KnowledgeGraph, MonitoringTool -from cognee.shared.utils import render_graph +from cognee.shared.data_models import KnowledgeGraph from cognee.tasks.documents import classify_documents, extract_chunks_from_documents +from cognee.modules.data.methods.get_unique_dataset_id import get_unique_dataset_id from cognee.tasks.graph import extract_graph_from_data from cognee.tasks.ingestion import ingest_data from cognee.tasks.repo_processor import get_non_py_files, get_repo_file_dependencies @@ -22,11 +22,7 @@ from cognee.tasks.summarization import summarize_text from cognee.infrastructure.llm import get_max_chunk_tokens -monitoring = get_base_config().monitoring_tool - -if monitoring == MonitoringTool.LANGFUSE: - from langfuse.decorators import observe - +observe = get_observe() logger = get_logger("code_graph_pipeline") @@ -69,7 +65,7 @@ async def run_code_graph_pipeline(repo_path, include_docs=False): ), ] - dataset_id = uuid5(NAMESPACE_OID, "codebase") + dataset_id = await get_unique_dataset_id("codebase", user) if include_docs: non_code_pipeline_run = run_tasks( diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py index 81a2062f6d..22945994b7 100644 --- a/cognee/api/v1/cognify/cognify.py +++ b/cognee/api/v1/cognify/cognify.py @@ -34,7 +34,9 @@ async def cognify( ): tasks = await get_default_tasks(user, graph_model, chunker, chunk_size, ontology_file_path) - return await cognee_pipeline(tasks=tasks, datasets=datasets, user=user) + return await cognee_pipeline( + tasks=tasks, datasets=datasets, user=user, pipeline_name="cognify_pipeline" + ) async def get_default_tasks( # TODO: Find out a better way to do this (Boris's comment) diff --git a/cognee/api/v1/datasets/datasets.py b/cognee/api/v1/datasets/datasets.py index c81f9326cb..3534132e0e 100644 --- a/cognee/api/v1/datasets/datasets.py +++ b/cognee/api/v1/datasets/datasets.py @@ -28,7 +28,7 @@ async def list_data(dataset_id: str): @staticmethod async def get_status(dataset_ids: list[UUID]) -> dict: - return await get_pipeline_status(dataset_ids) + return await get_pipeline_status(dataset_ids, pipeline_name="cognify_pipeline") @staticmethod async def delete_dataset(dataset_id: str): diff --git a/cognee/base_config.py b/cognee/base_config.py index c5693d18f8..8378342736 100644 --- a/cognee/base_config.py +++ b/cognee/base_config.py @@ -1,14 +1,14 @@ import os from typing import Optional from functools import lru_cache -from pydantic_settings import BaseSettings, SettingsConfigDict from cognee.root_dir import get_absolute_path -from cognee.shared.data_models import MonitoringTool +from cognee.modules.observability.observers import Observer +from pydantic_settings import BaseSettings, SettingsConfigDict class BaseConfig(BaseSettings): data_root_directory: str = get_absolute_path(".data_storage") - monitoring_tool: object = MonitoringTool.LANGFUSE + monitoring_tool: object = Observer.LANGFUSE graphistry_username: Optional[str] = os.getenv("GRAPHISTRY_USERNAME") graphistry_password: Optional[str] = os.getenv("GRAPHISTRY_PASSWORD") langfuse_public_key: Optional[str] = os.getenv("LANGFUSE_PUBLIC_KEY") diff --git a/cognee/exceptions/exceptions.py b/cognee/exceptions/exceptions.py index 614cb29ac2..429f9019b5 100644 --- a/cognee/exceptions/exceptions.py +++ b/cognee/exceptions/exceptions.py @@ -12,13 +12,22 @@ def __init__( message: str = "Service is unavailable.", name: str = "Cognee", status_code=status.HTTP_418_IM_A_TEAPOT, + log=True, + log_level="ERROR", ): self.message = message self.name = name self.status_code = status_code # Automatically log the exception details - logger.error(f"{self.name}: {self.message} (Status code: {self.status_code})") + if log and (log_level == "ERROR"): + logger.error(f"{self.name}: {self.message} (Status code: {self.status_code})") + elif log and (log_level == "WARNING"): + logger.warning(f"{self.name}: {self.message} (Status code: {self.status_code})") + elif log and (log_level == "INFO"): + logger.info(f"{self.name}: {self.message} (Status code: {self.status_code})") + elif log and (log_level == "DEBUG"): + logger.debug(f"{self.name}: {self.message} (Status code: {self.status_code})") super().__init__(self.message, self.name) diff --git a/cognee/infrastructure/databases/graph/get_graph_engine.py b/cognee/infrastructure/databases/graph/get_graph_engine.py index 67dc0d7c8f..dcd2284430 100644 --- a/cognee/infrastructure/databases/graph/get_graph_engine.py +++ b/cognee/infrastructure/databases/graph/get_graph_engine.py @@ -67,6 +67,18 @@ def create_graph_engine( return KuzuAdapter(db_path=graph_file_path) + elif graph_database_provider == "memgraph": + if not (graph_database_url and graph_database_username and graph_database_password): + raise EnvironmentError("Missing required Memgraph credentials.") + + from .memgraph.memgraph_adapter import MemgraphAdapter + + return MemgraphAdapter( + graph_database_url=graph_database_url, + graph_database_username=graph_database_username, + graph_database_password=graph_database_password, + ) + from .networkx.adapter import NetworkXAdapter graph_client = NetworkXAdapter(filename=graph_file_path) diff --git a/cognee/infrastructure/databases/graph/graph_db_interface.py b/cognee/infrastructure/databases/graph/graph_db_interface.py index 9aec187fcd..8c582107f7 100644 --- a/cognee/infrastructure/databases/graph/graph_db_interface.py +++ b/cognee/infrastructure/databases/graph/graph_db_interface.py @@ -58,7 +58,7 @@ async def wrapper(self, *args, **kwargs): session.add(relationship) await session.flush() except Exception as e: - logger.error(f"Error adding relationship: {e}") + logger.debug(f"Error adding relationship: {e}") await session.rollback() continue @@ -78,14 +78,14 @@ async def wrapper(self, *args, **kwargs): session.add(relationship) await session.flush() except Exception as e: - logger.error(f"Error adding relationship: {e}") + logger.debug(f"Error adding relationship: {e}") await session.rollback() continue try: await session.commit() except Exception as e: - logger.error(f"Error committing session: {e}") + logger.debug(f"Error committing session: {e}") return result diff --git a/cognee/infrastructure/databases/graph/memgraph/__init__.py b/cognee/infrastructure/databases/graph/memgraph/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py new file mode 100644 index 0000000000..5ef4380770 --- /dev/null +++ b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py @@ -0,0 +1,690 @@ +"""Memgraph Adapter for Graph Database""" + +import json +from cognee.shared.logging_utils import get_logger, ERROR +import asyncio +from textwrap import dedent +from typing import Optional, Any, List, Dict +from contextlib import asynccontextmanager +from uuid import UUID +from neo4j import AsyncSession +from neo4j import AsyncGraphDatabase +from neo4j.exceptions import Neo4jError +from cognee.infrastructure.engine import DataPoint +from cognee.infrastructure.databases.graph.graph_db_interface import GraphDBInterface +from cognee.modules.storage.utils import JSONEncoder + +logger = get_logger("MemgraphAdapter", level=ERROR) + + +class MemgraphAdapter(GraphDBInterface): + def __init__( + self, + graph_database_url: str, + graph_database_username: str, + graph_database_password: str, + driver: Optional[Any] = None, + ): + self.driver = driver or AsyncGraphDatabase.driver( + graph_database_url, + auth=(graph_database_username, graph_database_password), + max_connection_lifetime=120, + ) + + @asynccontextmanager + async def get_session(self) -> AsyncSession: + async with self.driver.session() as session: + yield session + + async def query( + self, + query: str, + params: Optional[Dict[str, Any]] = None, + ) -> List[Dict[str, Any]]: + try: + async with self.get_session() as session: + result = await session.run(query, params) + data = await result.data() + return data + except Neo4jError as error: + logger.error("Memgraph query error: %s", error, exc_info=True) + raise error + + async def has_node(self, node_id: str) -> bool: + results = await self.query( + """ + MATCH (n) + WHERE n.id = $node_id + RETURN COUNT(n) > 0 AS node_exists + """, + {"node_id": node_id}, + ) + return results[0]["node_exists"] if len(results) > 0 else False + + async def add_node(self, node: DataPoint): + serialized_properties = self.serialize_properties(node.model_dump()) + + query = """ + MERGE (node {id: $node_id}) + ON CREATE SET node:$node_label, node += $properties, node.updated_at = timestamp() + ON MATCH SET node:$node_label, node += $properties, node.updated_at = timestamp() + RETURN ID(node) AS internal_id,node.id AS nodeId + """ + + params = { + "node_id": str(node.id), + "node_label": type(node).__name__, + "properties": serialized_properties, + } + return await self.query(query, params) + + async def add_nodes(self, nodes: list[DataPoint]) -> None: + query = """ + UNWIND $nodes AS node + MERGE (n {id: node.node_id}) + ON CREATE SET n:node.label, n += node.properties, n.updated_at = timestamp() + ON MATCH SET n:node.label, n += node.properties, n.updated_at = timestamp() + RETURN ID(n) AS internal_id, n.id AS nodeId + """ + + nodes = [ + { + "node_id": str(node.id), + "label": type(node).__name__, + "properties": self.serialize_properties(node.model_dump()), + } + for node in nodes + ] + + results = await self.query(query, dict(nodes=nodes)) + return results + + async def extract_node(self, node_id: str): + results = await self.extract_nodes([node_id]) + + return results[0] if len(results) > 0 else None + + async def extract_nodes(self, node_ids: List[str]): + query = """ + UNWIND $node_ids AS id + MATCH (node {id: id}) + RETURN node""" + + params = {"node_ids": node_ids} + + results = await self.query(query, params) + + return [result["node"] for result in results] + + async def delete_node(self, node_id: str): + sanitized_id = node_id.replace(":", "_") + + query = "MATCH (node: {{id: $node_id}}) DETACH DELETE node" + params = {"node_id": sanitized_id} + + return await self.query(query, params) + + async def delete_nodes(self, node_ids: list[str]) -> None: + query = """ + UNWIND $node_ids AS id + MATCH (node {id: id}) + DETACH DELETE node""" + + params = {"node_ids": node_ids} + + return await self.query(query, params) + + async def has_edge(self, from_node: UUID, to_node: UUID, edge_label: str) -> bool: + query = """ + MATCH (from_node)-[relationship]->(to_node) + WHERE from_node.id = $from_node_id AND to_node.id = $to_node_id AND type(relationship) = $edge_label + RETURN COUNT(relationship) > 0 AS edge_exists + """ + + params = { + "from_node_id": str(from_node), + "to_node_id": str(to_node), + "edge_label": edge_label, + } + + records = await self.query(query, params) + return records[0]["edge_exists"] if records else False + + async def has_edges(self, edges): + query = """ + UNWIND $edges AS edge + MATCH (a)-[r]->(b) + WHERE id(a) = edge.from_node AND id(b) = edge.to_node AND type(r) = edge.relationship_name + RETURN edge.from_node AS from_node, edge.to_node AS to_node, edge.relationship_name AS relationship_name, count(r) > 0 AS edge_exists + """ + + try: + params = { + "edges": [ + { + "from_node": str(edge[0]), + "to_node": str(edge[1]), + "relationship_name": edge[2], + } + for edge in edges + ], + } + + results = await self.query(query, params) + return [result["edge_exists"] for result in results] + except Neo4jError as error: + logger.error("Memgraph query error: %s", error, exc_info=True) + raise error + + async def add_edge( + self, + from_node: UUID, + to_node: UUID, + relationship_name: str, + edge_properties: Optional[Dict[str, Any]] = None, + ): + serialized_properties = self.serialize_properties(edge_properties or {}) + + query = dedent( + f"""\ + MATCH (from_node {{id: $from_node}}), + (to_node {{id: $to_node}}) + MERGE (from_node)-[r:{relationship_name}]->(to_node) + ON CREATE SET r += $properties, r.updated_at = timestamp() + ON MATCH SET r += $properties, r.updated_at = timestamp() + RETURN r + """ + ) + + params = { + "from_node": str(from_node), + "to_node": str(to_node), + "relationship_name": relationship_name, + "properties": serialized_properties, + } + + return await self.query(query, params) + + async def add_edges(self, edges: list[tuple[str, str, str, dict[str, Any]]]) -> None: + query = """ + UNWIND $edges AS edge + MATCH (from_node {id: edge.from_node}) + MATCH (to_node {id: edge.to_node}) + CALL merge.relationship( + from_node, + edge.relationship_name, + { + source_node_id: edge.from_node, + target_node_id: edge.to_node + }, + edge.properties, + to_node, + {} + ) YIELD rel + RETURN rel""" + + edges = [ + { + "from_node": str(edge[0]), + "to_node": str(edge[1]), + "relationship_name": edge[2], + "properties": { + **(edge[3] if edge[3] else {}), + "source_node_id": str(edge[0]), + "target_node_id": str(edge[1]), + }, + } + for edge in edges + ] + + try: + results = await self.query(query, dict(edges=edges)) + return results + except Neo4jError as error: + logger.error("Memgraph query error: %s", error, exc_info=True) + raise error + + async def get_edges(self, node_id: str): + query = """ + MATCH (n {id: $node_id})-[r]-(m) + RETURN n, r, m + """ + + results = await self.query(query, dict(node_id=node_id)) + + return [ + (result["n"]["id"], result["m"]["id"], {"relationship_name": result["r"][1]}) + for result in results + ] + + async def get_disconnected_nodes(self) -> list[str]: + query = """ + // Step 1: Collect all nodes + MATCH (n) + WITH COLLECT(n) AS nodes + + // Step 2: Find all connected components + WITH nodes + CALL { + WITH nodes + UNWIND nodes AS startNode + MATCH path = (startNode)-[*]-(connectedNode) + WITH startNode, COLLECT(DISTINCT connectedNode) AS component + RETURN component + } + + // Step 3: Aggregate components + WITH COLLECT(component) AS components + + // Step 4: Identify the largest connected component + UNWIND components AS component + WITH component + ORDER BY SIZE(component) DESC + LIMIT 1 + WITH component AS largestComponent + + // Step 5: Find nodes not in the largest connected component + MATCH (n) + WHERE NOT n IN largestComponent + RETURN COLLECT(ID(n)) AS ids + """ + + results = await self.query(query) + return results[0]["ids"] if len(results) > 0 else [] + + async def get_predecessors(self, node_id: str, edge_label: str = None) -> list[str]: + if edge_label is not None: + query = """ + MATCH (node)<-[r]-(predecessor) + WHERE node.id = $node_id AND type(r) = $edge_label + RETURN predecessor + """ + + results = await self.query( + query, + dict( + node_id=node_id, + edge_label=edge_label, + ), + ) + + return [result["predecessor"] for result in results] + else: + query = """ + MATCH (node)<-[r]-(predecessor) + WHERE node.id = $node_id + RETURN predecessor + """ + + results = await self.query( + query, + dict( + node_id=node_id, + ), + ) + + return [result["predecessor"] for result in results] + + async def get_successors(self, node_id: str, edge_label: str = None) -> list[str]: + if edge_label is not None: + query = """ + MATCH (node)-[r]->(successor) + WHERE node.id = $node_id AND type(r) = $edge_label + RETURN successor + """ + + results = await self.query( + query, + dict( + node_id=node_id, + edge_label=edge_label, + ), + ) + + return [result["successor"] for result in results] + else: + query = """ + MATCH (node)-[r]->(successor) + WHERE node.id = $node_id + RETURN successor + """ + + results = await self.query( + query, + dict( + node_id=node_id, + ), + ) + + return [result["successor"] for result in results] + + async def get_neighbours(self, node_id: str) -> List[Dict[str, Any]]: + predecessors, successors = await asyncio.gather( + self.get_predecessors(node_id), self.get_successors(node_id) + ) + + return predecessors + successors + + async def get_connections(self, node_id: UUID) -> list: + predecessors_query = """ + MATCH (node)<-[relation]-(neighbour) + WHERE node.id = $node_id + RETURN neighbour, relation, node + """ + successors_query = """ + MATCH (node)-[relation]->(neighbour) + WHERE node.id = $node_id + RETURN node, relation, neighbour + """ + + predecessors, successors = await asyncio.gather( + self.query(predecessors_query, dict(node_id=str(node_id))), + self.query(successors_query, dict(node_id=str(node_id))), + ) + + connections = [] + + for neighbour in predecessors: + neighbour = neighbour["relation"] + connections.append((neighbour[0], {"relationship_name": neighbour[1]}, neighbour[2])) + + for neighbour in successors: + neighbour = neighbour["relation"] + connections.append((neighbour[0], {"relationship_name": neighbour[1]}, neighbour[2])) + + return connections + + async def remove_connection_to_predecessors_of( + self, node_ids: list[str], edge_label: str + ) -> None: + query = f""" + UNWIND $node_ids AS nid + MATCH (node {id: nid})-[r]->(predecessor) + WHERE type(r) = $edge_label + DELETE r; + """ + + params = {"node_ids": node_ids, "edge_label": edge_label} + + return await self.query(query, params) + + async def remove_connection_to_successors_of( + self, node_ids: list[str], edge_label: str + ) -> None: + query = f""" + UNWIND $node_ids AS id + MATCH (node:`{id}`)<-[r:{edge_label}]-(successor) + DELETE r; + """ + + params = {"node_ids": node_ids} + + return await self.query(query, params) + + async def delete_graph(self): + query = """MATCH (node) + DETACH DELETE node;""" + + return await self.query(query) + + def serialize_properties(self, properties=dict()): + serialized_properties = {} + + for property_key, property_value in properties.items(): + if isinstance(property_value, UUID): + serialized_properties[property_key] = str(property_value) + continue + + if isinstance(property_value, dict): + serialized_properties[property_key] = json.dumps(property_value, cls=JSONEncoder) + continue + + serialized_properties[property_key] = property_value + + return serialized_properties + + async def get_model_independent_graph_data(self): + query_nodes = "MATCH (n) RETURN collect(n) AS nodes" + nodes = await self.query(query_nodes) + + query_edges = "MATCH (n)-[r]->(m) RETURN collect([n, r, m]) AS elements" + edges = await self.query(query_edges) + + return (nodes, edges) + + async def get_graph_data(self): + query = "MATCH (n) RETURN ID(n) AS id, labels(n) AS labels, properties(n) AS properties" + + result = await self.query(query) + + nodes = [ + ( + record["id"], + record["properties"], + ) + for record in result + ] + + query = """ + MATCH (n)-[r]->(m) + RETURN ID(n) AS source, ID(m) AS target, TYPE(r) AS type, properties(r) AS properties + """ + result = await self.query(query) + edges = [ + ( + record["properties"]["source_node_id"], + record["properties"]["target_node_id"], + record["type"], + record["properties"], + ) + for record in result + ] + + return (nodes, edges) + + async def get_filtered_graph_data(self, attribute_filters): + """ + Fetches nodes and relationships filtered by specified attribute values. + + Args: + attribute_filters (list of dict): A list of dictionaries where keys are attributes and values are lists of values to filter on. + Example: [{"community": ["1", "2"]}] + + Returns: + tuple: A tuple containing two lists: nodes and edges. + """ + where_clauses = [] + for attribute, values in attribute_filters[0].items(): + values_str = ", ".join( + f"'{value}'" if isinstance(value, str) else str(value) for value in values + ) + where_clauses.append(f"n.{attribute} IN [{values_str}]") + + where_clause = " AND ".join(where_clauses) + + query_nodes = f""" + MATCH (n) + WHERE {where_clause} + RETURN ID(n) AS id, labels(n) AS labels, properties(n) AS properties + """ + result_nodes = await self.query(query_nodes) + + nodes = [ + ( + record["id"], + record["properties"], + ) + for record in result_nodes + ] + + query_edges = f""" + MATCH (n)-[r]->(m) + WHERE {where_clause} AND {where_clause.replace("n.", "m.")} + RETURN ID(n) AS source, ID(m) AS target, TYPE(r) AS type, properties(r) AS properties + """ + result_edges = await self.query(query_edges) + + edges = [ + ( + record["source"], + record["target"], + record["type"], + record["properties"], + ) + for record in result_edges + ] + + return (nodes, edges) + + async def get_node_labels_string(self): + node_labels_query = """ + MATCH (n) + WITH DISTINCT labels(n) AS labelList + UNWIND labelList AS label + RETURN collect(DISTINCT label) AS labels; + """ + node_labels_result = await self.query(node_labels_query) + node_labels = node_labels_result[0]["labels"] if node_labels_result else [] + + if not node_labels: + raise ValueError("No node labels found in the database") + + node_labels_str = "[" + ", ".join(f"'{label}'" for label in node_labels) + "]" + return node_labels_str + + async def get_relationship_labels_string(self): + relationship_types_query = ( + "MATCH ()-[r]->() RETURN collect(DISTINCT type(r)) AS relationships;" + ) + relationship_types_result = await self.query(relationship_types_query) + relationship_types = ( + relationship_types_result[0]["relationships"] if relationship_types_result else [] + ) + + if not relationship_types: + raise ValueError("No relationship types found in the database.") + + relationship_types_undirected_str = ( + "{" + + ", ".join(f"{rel}" + ": {orientation: 'UNDIRECTED'}" for rel in relationship_types) + + "}" + ) + return relationship_types_undirected_str + + async def get_graph_metrics(self, include_optional=False): + """For the definition of these metrics, please refer to + https://docs.cognee.ai/core_concepts/graph_generation/descriptive_metrics""" + + try: + # Basic metrics + node_count = await self.query("MATCH (n) RETURN count(n)") + edge_count = await self.query("MATCH ()-[r]->() RETURN count(r)") + num_nodes = node_count[0][0] if node_count else 0 + num_edges = edge_count[0][0] if edge_count else 0 + + # Calculate mandatory metrics + mandatory_metrics = { + "num_nodes": num_nodes, + "num_edges": num_edges, + "mean_degree": (2 * num_edges) / num_nodes if num_nodes > 0 else 0, + "edge_density": (num_edges) / (num_nodes * (num_nodes - 1)) if num_nodes > 1 else 0, + } + + # Calculate connected components + components_query = """ + MATCH (n:Node) + WITH n.id AS node_id + MATCH path = (n)-[:EDGE*0..]-() + WITH COLLECT(DISTINCT node_id) AS component + RETURN COLLECT(component) AS components + """ + components_result = await self.query(components_query) + component_sizes = ( + [len(comp) for comp in components_result[0][0]] if components_result else [] + ) + + mandatory_metrics.update( + { + "num_connected_components": len(component_sizes), + "sizes_of_connected_components": component_sizes, + } + ) + + if include_optional: + # Self-loops + self_loops_query = """ + MATCH (n:Node)-[r:EDGE]->(n) + RETURN COUNT(r) + """ + self_loops = await self.query(self_loops_query) + num_selfloops = self_loops[0][0] if self_loops else 0 + + # Shortest paths (simplified for Kuzu) + paths_query = """ + MATCH (n:Node), (m:Node) + WHERE n.id < m.id + MATCH path = (n)-[:EDGE*]-(m) + RETURN MIN(LENGTH(path)) AS length + """ + paths = await self.query(paths_query) + path_lengths = [p[0] for p in paths if p[0] is not None] + + # Local clustering coefficient + clustering_query = """ + /// Step 1: Get each node with its neighbors and degree + MATCH (n:Node)-[:EDGE]-(neighbor) + WITH n, COLLECT(DISTINCT neighbor) AS neighbors, COUNT(DISTINCT neighbor) AS degree + + // Step 2: Pair up neighbors and check if they are connected + UNWIND neighbors AS n1 + UNWIND neighbors AS n2 + WITH n, degree, n1, n2 + WHERE id(n1) < id(n2) // avoid duplicate pairs + + // Step 3: Use OPTIONAL MATCH to see if n1 and n2 are connected + OPTIONAL MATCH (n1)-[:EDGE]-(n2) + WITH n, degree, COUNT(n2) AS triangle_count + + // Step 4: Compute local clustering coefficient + WITH n, degree, + CASE WHEN degree <= 1 THEN 0.0 + ELSE (1.0 * triangle_count) / (degree * (degree - 1) / 2.0) + END AS local_cc + + // Step 5: Compute average + RETURN AVG(local_cc) AS avg_clustering_coefficient + """ + clustering = await self.query(clustering_query) + + optional_metrics = { + "num_selfloops": num_selfloops, + "diameter": max(path_lengths) if path_lengths else -1, + "avg_shortest_path_length": sum(path_lengths) / len(path_lengths) + if path_lengths + else -1, + "avg_clustering": clustering[0][0] if clustering and clustering[0][0] else -1, + } + else: + optional_metrics = { + "num_selfloops": -1, + "diameter": -1, + "avg_shortest_path_length": -1, + "avg_clustering": -1, + } + + return {**mandatory_metrics, **optional_metrics} + + except Exception as e: + logger.error(f"Failed to get graph metrics: {e}") + return { + "num_nodes": 0, + "num_edges": 0, + "mean_degree": 0, + "edge_density": 0, + "num_connected_components": 0, + "sizes_of_connected_components": [], + "num_selfloops": -1, + "diameter": -1, + "avg_shortest_path_length": -1, + "avg_clustering": -1, + } diff --git a/cognee/infrastructure/databases/graph/networkx/adapter.py b/cognee/infrastructure/databases/graph/networkx/adapter.py index c04c9198eb..2c86dba0a6 100644 --- a/cognee/infrastructure/databases/graph/networkx/adapter.py +++ b/cognee/infrastructure/databases/graph/networkx/adapter.py @@ -42,7 +42,7 @@ async def get_graph_data(self): async def query(self, query: str, params: dict): pass - async def has_node(self, node_id: str) -> bool: + async def has_node(self, node_id: UUID) -> bool: return self.graph.has_node(node_id) async def add_node(self, node: DataPoint) -> None: @@ -136,7 +136,7 @@ async def add_edges(self, edges: list[tuple[str, str, str, dict]]) -> None: logger.error(f"Failed to add edges: {e}") raise - async def get_edges(self, node_id: str): + async def get_edges(self, node_id: UUID): return list(self.graph.in_edges(node_id, data=True)) + list( self.graph.out_edges(node_id, data=True) ) @@ -174,13 +174,13 @@ async def get_disconnected_nodes(self) -> List[str]: return disconnected_nodes - async def extract_node(self, node_id: str) -> dict: + async def extract_node(self, node_id: UUID) -> dict: if self.graph.has_node(node_id): return self.graph.nodes[node_id] return None - async def extract_nodes(self, node_ids: List[str]) -> List[dict]: + async def extract_nodes(self, node_ids: List[UUID]) -> List[dict]: return [self.graph.nodes[node_id] for node_id in node_ids if self.graph.has_node(node_id)] async def get_predecessors(self, node_id: UUID, edge_label: str = None) -> list: @@ -215,7 +215,7 @@ async def get_successors(self, node_id: UUID, edge_label: str = None) -> list: return nodes - async def get_neighbors(self, node_id: str) -> list: + async def get_neighbors(self, node_id: UUID) -> list: if not self.graph.has_node(node_id): return [] @@ -264,7 +264,7 @@ async def get_connections(self, node_id: UUID) -> list: return connections async def remove_connection_to_predecessors_of( - self, node_ids: list[str], edge_label: str + self, node_ids: list[UUID], edge_label: str ) -> None: for node_id in node_ids: if self.graph.has_node(node_id): @@ -275,7 +275,7 @@ async def remove_connection_to_predecessors_of( await self.save_graph_to_file(self.filename) async def remove_connection_to_successors_of( - self, node_ids: list[str], edge_label: str + self, node_ids: list[UUID], edge_label: str ) -> None: for node_id in node_ids: if self.graph.has_node(node_id): @@ -621,12 +621,12 @@ async def get_degree_one_nodes(self, node_type: str): nodes.append(node_data) return nodes - async def get_node(self, node_id: str) -> dict: + async def get_node(self, node_id: UUID) -> dict: if self.graph.has_node(node_id): return self.graph.nodes[node_id] return None - async def get_nodes(self, node_ids: List[str] = None) -> List[dict]: + async def get_nodes(self, node_ids: List[UUID] = None) -> List[dict]: if node_ids is None: return [{"id": node_id, **data} for node_id, data in self.graph.nodes(data=True)] return [ diff --git a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py index f20904ba73..ade2a0821e 100644 --- a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py +++ b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py @@ -69,7 +69,7 @@ async def create_table(self, schema_name: str, table_name: str, table_config: li async def delete_table(self, table_name: str, schema_name: Optional[str] = "public"): async with self.engine.begin() as connection: if self.engine.dialect.name == "sqlite": - # SQLite doesn’t support schema namespaces and the CASCADE keyword. + # SQLite doesn't support schema namespaces and the CASCADE keyword. # However, foreign key constraint can be defined with ON DELETE CASCADE during table creation. await connection.execute(text(f'DROP TABLE IF EXISTS "{table_name}";')) else: @@ -327,10 +327,10 @@ async def delete_database(self): file.write("") else: async with self.engine.begin() as connection: - schema_list = await self.get_schema_list() # Create a MetaData instance to load table information metadata = MetaData() - # Drop all tables from all schemas + # Drop all tables from the public schema + schema_list = ["public", "public_staging"] for schema_name in schema_list: # Load the schema information into the MetaData object await connection.run_sync(metadata.reflect, schema=schema_name) diff --git a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py index 112273bc91..7f8391c1ac 100644 --- a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py +++ b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py @@ -6,8 +6,9 @@ from cognee.exceptions import InvalidValueError from cognee.shared.logging_utils import get_logger from cognee.modules.storage.utils import get_own_properties -from cognee.infrastructure.engine.utils import parse_id from cognee.infrastructure.engine import DataPoint +from cognee.infrastructure.engine.utils import parse_id +from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError from cognee.infrastructure.databases.vector.models.ScoredResult import ScoredResult from ..embeddings.EmbeddingEngine import EmbeddingEngine @@ -108,9 +109,7 @@ async def embed_data(self, data: list[str]) -> list[list[float]]: return await self.embedding_engine.embed_text(data) async def has_collection(self, collection_name: str) -> bool: - client = await self.get_connection() - collections = await client.list_collections() - # In ChromaDB v0.6.0, list_collections returns collection names directly + collections = await self.get_collection_names() return collection_name in collections async def create_collection(self, collection_name: str, payload_schema=None): @@ -119,13 +118,17 @@ async def create_collection(self, collection_name: str, payload_schema=None): if not await self.has_collection(collection_name): await client.create_collection(name=collection_name, metadata={"hnsw:space": "cosine"}) - async def create_data_points(self, collection_name: str, data_points: list[DataPoint]): + async def get_collection(self, collection_name: str) -> AsyncHttpClient: + if not await self.has_collection(collection_name): + raise CollectionNotFoundError(f"Collection '{collection_name}' not found!") + client = await self.get_connection() + return await client.get_collection(collection_name) - if not await self.has_collection(collection_name): - await self.create_collection(collection_name) + async def create_data_points(self, collection_name: str, data_points: list[DataPoint]): + await self.create_collection(collection_name) - collection = await client.get_collection(collection_name) + collection = await self.get_collection(collection_name) texts = [DataPoint.get_embeddable_data(data_point) for data_point in data_points] embeddings = await self.embed_data(texts) @@ -161,8 +164,7 @@ async def index_data_points( async def retrieve(self, collection_name: str, data_point_ids: list[str]): """Retrieve data points by their IDs from a collection.""" - client = await self.get_connection() - collection = await client.get_collection(collection_name) + collection = await self.get_collection(collection_name) results = await collection.get(ids=data_point_ids, include=["metadatas"]) return [ @@ -174,62 +176,12 @@ async def retrieve(self, collection_name: str, data_point_ids: list[str]): for id, metadata in zip(results["ids"], results["metadatas"]) ] - async def get_distance_from_collection_elements( - self, collection_name: str, query_text: str = None, query_vector: List[float] = None - ): - """Calculate distance between query and all elements in a collection.""" - if query_text is None and query_vector is None: - raise InvalidValueError(message="One of query_text or query_vector must be provided!") - - if query_text and not query_vector: - query_vector = (await self.embedding_engine.embed_text([query_text]))[0] - - client = await self.get_connection() - try: - collection = await client.get_collection(collection_name) - - collection_count = await collection.count() - - results = await collection.query( - query_embeddings=[query_vector], - include=["metadatas", "distances"], - n_results=collection_count, - ) - - result_values = [] - for i, (id, metadata, distance) in enumerate( - zip(results["ids"][0], results["metadatas"][0], results["distances"][0]) - ): - result_values.append( - { - "id": parse_id(id), - "payload": restore_data_from_chroma(metadata), - "_distance": distance, - } - ) - - normalized_values = normalize_distances(result_values) - - scored_results = [] - for i, result in enumerate(result_values): - scored_results.append( - ScoredResult( - id=result["id"], - payload=result["payload"], - score=normalized_values[i], - ) - ) - - return scored_results - except Exception: - return [] - async def search( self, collection_name: str, query_text: str = None, query_vector: List[float] = None, - limit: int = 5, + limit: int = 15, with_vector: bool = False, normalized: bool = True, ): @@ -241,8 +193,10 @@ async def search( query_vector = (await self.embedding_engine.embed_text([query_text]))[0] try: - client = await self.get_connection() - collection = await client.get_collection(collection_name) + collection = await self.get_collection(collection_name) + + if limit == 0: + limit = await collection.count() results = await collection.query( query_embeddings=[query_vector], @@ -296,8 +250,7 @@ async def batch_search( """Perform multiple searches in a single request for efficiency.""" query_vectors = await self.embed_data(query_texts) - client = await self.get_connection() - collection = await client.get_collection(collection_name) + collection = await self.get_collection(collection_name) results = await collection.query( query_embeddings=query_vectors, @@ -346,15 +299,14 @@ async def batch_search( async def delete_data_points(self, collection_name: str, data_point_ids: list[str]): """Remove data points from a collection by their IDs.""" - client = await self.get_connection() - collection = await client.get_collection(collection_name) + collection = await self.get_collection(collection_name) await collection.delete(ids=data_point_ids) return True async def prune(self): """Delete all collections in the ChromaDB database.""" client = await self.get_connection() - collections = await client.list_collections() + collections = await self.list_collections() for collection_name in collections: await client.delete_collection(collection_name) return True @@ -362,4 +314,8 @@ async def prune(self): async def get_collection_names(self): """Get a list of all collection names in the database.""" client = await self.get_connection() - return await client.list_collections() + collections = await client.list_collections() + return [ + collection.name if hasattr(collection, "name") else collection["name"] + for collection in collections + ] diff --git a/cognee/infrastructure/databases/vector/exceptions/exceptions.py b/cognee/infrastructure/databases/vector/exceptions/exceptions.py index 8f7ff17cc5..f43d7773ce 100644 --- a/cognee/infrastructure/databases/vector/exceptions/exceptions.py +++ b/cognee/infrastructure/databases/vector/exceptions/exceptions.py @@ -6,7 +6,9 @@ class CollectionNotFoundError(CriticalError): def __init__( self, message, - name: str = "DatabaseNotCreatedError", + name: str = "CollectionNotFoundError", status_code: int = status.HTTP_422_UNPROCESSABLE_ENTITY, + log=True, + log_level="DEBUG", ): - super().__init__(message, name, status_code) + super().__init__(message, name, status_code, log, log_level) diff --git a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py index 48c7dcaa8f..e1e85560fd 100644 --- a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py +++ b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py @@ -1,9 +1,8 @@ import asyncio -from typing import Generic, List, Optional, TypeVar, Union, get_args, get_origin, get_type_hints - import lancedb -from lancedb.pydantic import LanceModel, Vector from pydantic import BaseModel +from lancedb.pydantic import LanceModel, Vector +from typing import Generic, List, Optional, TypeVar, Union, get_args, get_origin, get_type_hints from cognee.exceptions import InvalidValueError from cognee.infrastructure.engine import DataPoint @@ -17,8 +16,6 @@ from ..utils import normalize_distances from ..vector_db_interface import VectorDBInterface -from tenacity import retry, stop_after_attempt, wait_exponential - class IndexSchema(DataPoint): id: str @@ -76,9 +73,14 @@ class LanceDataPoint(LanceModel): exist_ok=True, ) - async def create_data_points(self, collection_name: str, data_points: list[DataPoint]): + async def get_collection(self, collection_name: str): + if not await self.has_collection(collection_name): + raise CollectionNotFoundError(f"Collection '{collection_name}' not found!") + connection = await self.get_connection() + return await connection.open_table(collection_name) + async def create_data_points(self, collection_name: str, data_points: list[DataPoint]): payload_schema = type(data_points[0]) if not await self.has_collection(collection_name): @@ -87,7 +89,7 @@ async def create_data_points(self, collection_name: str, data_points: list[DataP payload_schema, ) - collection = await connection.open_table(collection_name) + collection = await self.get_collection(collection_name) data_vectors = await self.embed_data( [DataPoint.get_embeddable_data(data_point) for data_point in data_points] @@ -125,8 +127,7 @@ def create_lance_data_point(data_point: DataPoint, vector: list[float]) -> Lance ) async def retrieve(self, collection_name: str, data_point_ids: list[str]): - connection = await self.get_connection() - collection = await connection.open_table(collection_name) + collection = await self.get_collection(collection_name) if len(data_point_ids) == 1: results = await collection.query().where(f"id = '{data_point_ids[0]}'").to_pandas() @@ -142,48 +143,12 @@ async def retrieve(self, collection_name: str, data_point_ids: list[str]): for result in results.to_dict("index").values() ] - async def get_distance_from_collection_elements( - self, collection_name: str, query_text: str = None, query_vector: List[float] = None - ): - if query_text is None and query_vector is None: - raise InvalidValueError(message="One of query_text or query_vector must be provided!") - - if query_text and not query_vector: - query_vector = (await self.embedding_engine.embed_text([query_text]))[0] - - connection = await self.get_connection() - - try: - collection = await connection.open_table(collection_name) - - collection_size = await collection.count_rows() - - results = ( - await collection.vector_search(query_vector).limit(collection_size).to_pandas() - ) - - result_values = list(results.to_dict("index").values()) - - normalized_values = normalize_distances(result_values) - - return [ - ScoredResult( - id=parse_id(result["id"]), - payload=result["payload"], - score=normalized_values[value_index], - ) - for value_index, result in enumerate(result_values) - ] - except ValueError: - # Ignore if collection doesn't exist - return [] - async def search( self, collection_name: str, query_text: str = None, query_vector: List[float] = None, - limit: int = 5, + limit: int = 15, with_vector: bool = False, normalized: bool = True, ): @@ -193,12 +158,10 @@ async def search( if query_text and not query_vector: query_vector = (await self.embedding_engine.embed_text([query_text]))[0] - connection = await self.get_connection() + collection = await self.get_collection(collection_name) - try: - collection = await connection.open_table(collection_name) - except ValueError: - raise CollectionNotFoundError(f"Collection '{collection_name}' not found!") + if limit == 0: + limit = await collection.count_rows() results = await collection.vector_search(query_vector).limit(limit).to_pandas() @@ -239,30 +202,12 @@ async def batch_search( ] ) - def delete_data_points(self, collection_name: str, data_point_ids: list[str]): - @retry(stop=stop_after_attempt(3), wait=wait_exponential(multiplier=1, min=4, max=10)) - async def _delete_data_points(): - connection = await self.get_connection() - collection = await connection.open_table(collection_name) + async def delete_data_points(self, collection_name: str, data_point_ids: list[str]): + collection = await self.get_collection(collection_name) - # Delete one at a time to avoid commit conflicts - for data_point_id in data_point_ids: - await collection.delete(f"id = '{data_point_id}'") - - return True - - # Check if we're in an event loop - try: - loop = asyncio.get_event_loop() - except RuntimeError: - loop = None - - if loop and loop.is_running(): - # If we're in a running event loop, create a new task - return loop.create_task(_delete_data_points()) - else: - # If we're not in an event loop, run it synchronously - return asyncio.run(_delete_data_points()) + # Delete one at a time to avoid commit conflicts + for data_point_id in data_point_ids: + await collection.delete(f"id = '{data_point_id}'") async def create_vector_index(self, index_name: str, index_property_name: str): await self.create_collection( @@ -288,7 +233,7 @@ async def prune(self): collection_names = await connection.table_names() for collection_name in collection_names: - collection = await connection.open_table(collection_name) + collection = await self.get_collection(collection_name) await collection.delete("id IS NOT NULL") await connection.drop_table(collection_name) diff --git a/cognee/infrastructure/databases/vector/milvus/MilvusAdapter.py b/cognee/infrastructure/databases/vector/milvus/MilvusAdapter.py index 5247b17307..9daebb7607 100644 --- a/cognee/infrastructure/databases/vector/milvus/MilvusAdapter.py +++ b/cognee/infrastructure/databases/vector/milvus/MilvusAdapter.py @@ -1,11 +1,12 @@ from __future__ import annotations - import asyncio -from cognee.shared.logging_utils import get_logger +from uuid import UUID from typing import List, Optional +from cognee.shared.logging_utils import get_logger from cognee.infrastructure.engine import DataPoint from cognee.infrastructure.engine.utils import parse_id +from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError from ..embeddings.EmbeddingEngine import EmbeddingEngine from ..models.ScoredResult import ScoredResult @@ -96,7 +97,7 @@ async def create_collection( raise e async def create_data_points(self, collection_name: str, data_points: List[DataPoint]): - from pymilvus import MilvusException + from pymilvus import MilvusException, exceptions client = self.get_milvus_client() data_vectors = await self.embed_data( @@ -118,6 +119,10 @@ async def create_data_points(self, collection_name: str, data_points: List[DataP f"Inserted {result.get('insert_count', 0)} data points into collection '{collection_name}'." ) return result + except exceptions.CollectionNotExistException as error: + raise CollectionNotFoundError( + f"Collection '{collection_name}' does not exist!" + ) from error except MilvusException as e: logger.error( f"Error inserting data points into collection '{collection_name}': {str(e)}" @@ -140,8 +145,8 @@ async def index_data_points( collection_name = f"{index_name}_{index_property_name}" await self.create_data_points(collection_name, formatted_data_points) - async def retrieve(self, collection_name: str, data_point_ids: list[str]): - from pymilvus import MilvusException + async def retrieve(self, collection_name: str, data_point_ids: list[UUID]): + from pymilvus import MilvusException, exceptions client = self.get_milvus_client() try: @@ -153,6 +158,10 @@ async def retrieve(self, collection_name: str, data_point_ids: list[str]): output_fields=["*"], ) return results + except exceptions.CollectionNotExistException as error: + raise CollectionNotFoundError( + f"Collection '{collection_name}' does not exist!" + ) from error except MilvusException as e: logger.error( f"Error retrieving data points from collection '{collection_name}': {str(e)}" @@ -164,10 +173,10 @@ async def search( collection_name: str, query_text: Optional[str] = None, query_vector: Optional[List[float]] = None, - limit: int = 5, + limit: int = 15, with_vector: bool = False, ): - from pymilvus import MilvusException + from pymilvus import MilvusException, exceptions client = self.get_milvus_client() if query_text is None and query_vector is None: @@ -184,7 +193,7 @@ async def search( collection_name=collection_name, data=[query_vector], anns_field="vector", - limit=limit, + limit=limit if limit > 0 else None, output_fields=output_fields, search_params={ "metric_type": "COSINE", @@ -199,6 +208,10 @@ async def search( ) for result in results[0] ] + except exceptions.CollectionNotExistException as error: + raise CollectionNotFoundError( + f"Collection '{collection_name}' does not exist!" + ) from error except MilvusException as e: logger.error(f"Error during search in collection '{collection_name}': {str(e)}") raise e @@ -220,7 +233,7 @@ async def batch_search( ] ) - async def delete_data_points(self, collection_name: str, data_point_ids: list[str]): + async def delete_data_points(self, collection_name: str, data_point_ids: list[UUID]): from pymilvus import MilvusException client = self.get_milvus_client() diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index 07745ac77a..5796a4619d 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -7,19 +7,18 @@ from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker from cognee.exceptions import InvalidValueError -from cognee.infrastructure.databases.exceptions import EntityNotFoundError -from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError from cognee.infrastructure.engine import DataPoint from cognee.infrastructure.engine.utils import parse_id from cognee.infrastructure.databases.relational import get_relational_engine from ...relational.ModelBase import Base from ...relational.sqlalchemy.SqlAlchemyAdapter import SQLAlchemyAdapter -from ..embeddings.EmbeddingEngine import EmbeddingEngine +from ..utils import normalize_distances from ..models.ScoredResult import ScoredResult +from ..exceptions import CollectionNotFoundError from ..vector_db_interface import VectorDBInterface +from ..embeddings.EmbeddingEngine import EmbeddingEngine from .serialize_data import serialize_data -from ..utils import normalize_distances class IndexSchema(DataPoint): @@ -184,7 +183,9 @@ async def get_table(self, collection_name: str) -> Table: if collection_name in metadata.tables: return metadata.tables[collection_name] else: - raise CollectionNotFoundError(f"Collection '{collection_name}' not found!") + raise CollectionNotFoundError( + f"Collection '{collection_name}' not found!", log_level="DEBUG" + ) async def retrieve(self, collection_name: str, data_point_ids: List[str]): # Get PGVectorDataPoint Table from database @@ -201,60 +202,12 @@ async def retrieve(self, collection_name: str, data_point_ids: List[str]): for result in results ] - async def get_distance_from_collection_elements( - self, - collection_name: str, - query_text: str = None, - query_vector: List[float] = None, - with_vector: bool = False, - ) -> List[ScoredResult]: - if query_text is None and query_vector is None: - raise ValueError("One of query_text or query_vector must be provided!") - - if query_text and not query_vector: - query_vector = (await self.embedding_engine.embed_text([query_text]))[0] - - try: - # Get PGVectorDataPoint Table from database - PGVectorDataPoint = await self.get_table(collection_name) - - # Use async session to connect to the database - async with self.get_async_session() as session: - # Find closest vectors to query_vector - closest_items = await session.execute( - select( - PGVectorDataPoint, - PGVectorDataPoint.c.vector.cosine_distance(query_vector).label( - "similarity" - ), - ).order_by("similarity") - ) - - vector_list = [] - - # Extract distances and find min/max for normalization - for vector in closest_items: - # TODO: Add normalization of similarity score - vector_list.append(vector) - - # Create and return ScoredResult objects - return [ - ScoredResult(id=parse_id(str(row.id)), payload=row.payload, score=row.similarity) - for row in vector_list - ] - except EntityNotFoundError: - # Ignore if collection does not exist - return [] - except CollectionNotFoundError: - # Ignore if collection does not exist - return [] - async def search( self, collection_name: str, query_text: Optional[str] = None, query_vector: Optional[List[float]] = None, - limit: int = 5, + limit: int = 15, with_vector: bool = False, ) -> List[ScoredResult]: if query_text is None and query_vector is None: @@ -266,24 +219,26 @@ async def search( # Get PGVectorDataPoint Table from database PGVectorDataPoint = await self.get_table(collection_name) + # NOTE: This needs to be initialized in case search doesn't return a value closest_items = [] # Use async session to connect to the database async with self.get_async_session() as session: + query = select( + PGVectorDataPoint, + PGVectorDataPoint.c.vector.cosine_distance(query_vector).label("similarity"), + ).order_by("similarity") + + if limit > 0: + query = query.limit(limit) + # Find closest vectors to query_vector - closest_items = await session.execute( - select( - PGVectorDataPoint, - PGVectorDataPoint.c.vector.cosine_distance(query_vector).label("similarity"), - ) - .order_by("similarity") - .limit(limit) - ) + closest_items = await session.execute(query) vector_list = [] # Extract distances and find min/max for normalization - for vector in closest_items: + for vector in closest_items.all(): vector_list.append( { "id": parse_id(str(vector.id)), @@ -292,6 +247,9 @@ async def search( } ) + if len(vector_list) == 0: + return [] + # Normalize vector distance and add this as score information to vector_list normalized_values = normalize_distances(vector_list) for i in range(0, len(normalized_values)): diff --git a/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py b/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py index 48148c9c86..72d66e2deb 100644 --- a/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py +++ b/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py @@ -1,12 +1,12 @@ -from cognee.shared.logging_utils import get_logger from typing import Dict, List, Optional - -from cognee.infrastructure.engine.utils import parse_id from qdrant_client import AsyncQdrantClient, models +from cognee.shared.logging_utils import get_logger +from cognee.infrastructure.engine.utils import parse_id from cognee.exceptions import InvalidValueError -from cognee.infrastructure.databases.vector.models.ScoredResult import ScoredResult from cognee.infrastructure.engine import DataPoint +from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError +from cognee.infrastructure.databases.vector.models.ScoredResult import ScoredResult from ..embeddings.EmbeddingEngine import EmbeddingEngine from ..vector_db_interface import VectorDBInterface @@ -97,6 +97,8 @@ async def create_collection( await client.close() async def create_data_points(self, collection_name: str, data_points: List[DataPoint]): + from qdrant_client.http.exceptions import UnexpectedResponse + client = self.get_qdrant_client() data_vectors = await self.embed_data( @@ -114,6 +116,13 @@ def convert_to_qdrant_point(data_point: DataPoint): try: client.upload_points(collection_name=collection_name, points=points) + except UnexpectedResponse as error: + if "Collection not found" in str(error): + raise CollectionNotFoundError( + message=f"Collection {collection_name} not found!" + ) from error + else: + raise error except Exception as error: logger.error("Error uploading data points to Qdrant: %s", str(error)) raise error @@ -143,19 +152,22 @@ async def retrieve(self, collection_name: str, data_point_ids: list[str]): await client.close() return results - async def get_distance_from_collection_elements( + async def search( self, collection_name: str, - query_text: str = None, - query_vector: List[float] = None, + query_text: Optional[str] = None, + query_vector: Optional[List[float]] = None, + limit: int = 15, with_vector: bool = False, - ) -> List[ScoredResult]: - if query_text is None and query_vector is None: - raise ValueError("One of query_text or query_vector must be provided!") + ): + from qdrant_client.http.exceptions import UnexpectedResponse - client = self.get_qdrant_client() + if query_text is None and query_vector is None: + raise InvalidValueError(message="One of query_text or query_vector must be provided!") try: + client = self.get_qdrant_client() + results = await client.search( collection_name=collection_name, query_vector=models.NamedVector( @@ -164,9 +176,12 @@ async def get_distance_from_collection_elements( if query_vector is not None else (await self.embed_data([query_text]))[0], ), + limit=limit if limit > 0 else None, with_vectors=with_vector, ) + await client.close() + return [ ScoredResult( id=parse_id(result.id), @@ -178,51 +193,16 @@ async def get_distance_from_collection_elements( ) for result in results ] - except ValueError: - # Ignore if the collection doesn't exist - return [] + except UnexpectedResponse as error: + if "Collection not found" in str(error): + raise CollectionNotFoundError( + message=f"Collection {collection_name} not found!" + ) from error + else: + raise error finally: await client.close() - async def search( - self, - collection_name: str, - query_text: Optional[str] = None, - query_vector: Optional[List[float]] = None, - limit: int = 5, - with_vector: bool = False, - ): - if query_text is None and query_vector is None: - raise InvalidValueError(message="One of query_text or query_vector must be provided!") - - client = self.get_qdrant_client() - - results = await client.search( - collection_name=collection_name, - query_vector=models.NamedVector( - name="text", - vector=query_vector - if query_vector is not None - else (await self.embed_data([query_text]))[0], - ), - limit=limit, - with_vectors=with_vector, - ) - - await client.close() - - return [ - ScoredResult( - id=parse_id(result.id), - payload={ - **result.payload, - "id": parse_id(result.id), - }, - score=1 - result.score, - ) - for result in results - ] - async def batch_search( self, collection_name: str, diff --git a/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py b/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py index 200f828db1..dac6bc83f7 100644 --- a/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py +++ b/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py @@ -1,10 +1,10 @@ -import asyncio -from cognee.shared.logging_utils import get_logger from typing import List, Optional +from cognee.shared.logging_utils import get_logger from cognee.exceptions import InvalidValueError from cognee.infrastructure.engine import DataPoint from cognee.infrastructure.engine.utils import parse_id +from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError from ..embeddings.EmbeddingEngine import EmbeddingEngine from ..models.ScoredResult import ScoredResult @@ -34,21 +34,23 @@ def __init__(self, url: str, api_key: str, embedding_engine: EmbeddingEngine): self.embedding_engine = embedding_engine - self.client = weaviate.connect_to_wcs( + self.client = weaviate.use_async_with_weaviate_cloud( cluster_url=url, auth_credentials=weaviate.auth.AuthApiKey(api_key), additional_config=wvc.init.AdditionalConfig(timeout=wvc.init.Timeout(init=30)), ) + async def get_client(self): + await self.client.connect() + + return self.client + async def embed_data(self, data: List[str]) -> List[float]: return await self.embedding_engine.embed_text(data) async def has_collection(self, collection_name: str) -> bool: - future = asyncio.Future() - - future.set_result(self.client.collections.exists(collection_name)) - - return await future + client = await self.get_client() + return await client.collections.exists(collection_name) async def create_collection( self, @@ -57,26 +59,25 @@ async def create_collection( ): import weaviate.classes.config as wvcc - future = asyncio.Future() - - if not self.client.collections.exists(collection_name): - future.set_result( - self.client.collections.create( - name=collection_name, - properties=[ - wvcc.Property( - name="text", data_type=wvcc.DataType.TEXT, skip_vectorization=True - ) - ], - ) + if not await self.has_collection(collection_name): + client = await self.get_client() + return await client.collections.create( + name=collection_name, + properties=[ + wvcc.Property( + name="text", data_type=wvcc.DataType.TEXT, skip_vectorization=True + ) + ], ) else: - future.set_result(self.get_collection(collection_name)) + return await self.get_collection(collection_name) - return await future + async def get_collection(self, collection_name: str): + if not await self.has_collection(collection_name): + raise CollectionNotFoundError(f"Collection '{collection_name}' not found.") - def get_collection(self, collection_name: str): - return self.client.collections.get(collection_name) + client = await self.get_client() + return client.collections.get(collection_name) async def create_data_points(self, collection_name: str, data_points: List[DataPoint]): from weaviate.classes.data import DataObject @@ -97,29 +98,30 @@ def convert_to_weaviate_data_points(data_point: DataPoint): data_points = [convert_to_weaviate_data_points(data_point) for data_point in data_points] - collection = self.get_collection(collection_name) + collection = await self.get_collection(collection_name) try: if len(data_points) > 1: - with collection.batch.dynamic() as batch: - for data_point in data_points: - batch.add_object( - uuid=data_point.uuid, - vector=data_point.vector, - properties=data_point.properties, - references=data_point.references, - ) + return await collection.data.insert_many(data_points) + # with collection.batch.dynamic() as batch: + # for data_point in data_points: + # batch.add_object( + # uuid=data_point.uuid, + # vector=data_point.vector, + # properties=data_point.properties, + # references=data_point.references, + # ) else: data_point: DataObject = data_points[0] if collection.data.exists(data_point.uuid): - return collection.data.update( + return await collection.data.update( uuid=data_point.uuid, vector=data_point.vector, properties=data_point.properties, references=data_point.references, ) else: - return collection.data.insert( + return await collection.data.insert( uuid=data_point.uuid, vector=data_point.vector, properties=data_point.properties, @@ -130,12 +132,12 @@ def convert_to_weaviate_data_points(data_point: DataPoint): raise error async def create_vector_index(self, index_name: str, index_property_name: str): - await self.create_collection(f"{index_name}_{index_property_name}") + return await self.create_collection(f"{index_name}_{index_property_name}") async def index_data_points( self, index_name: str, index_property_name: str, data_points: list[DataPoint] ): - await self.create_data_points( + return await self.create_data_points( f"{index_name}_{index_property_name}", [ IndexSchema( @@ -149,9 +151,8 @@ async def index_data_points( async def retrieve(self, collection_name: str, data_point_ids: list[str]): from weaviate.classes.query import Filter - future = asyncio.Future() - - data_points = self.get_collection(collection_name).query.fetch_objects( + collection = await self.get_collection(collection_name) + data_points = await collection.query.fetch_objects( filters=Filter.by_id().contains_any(data_point_ids) ) @@ -160,30 +161,32 @@ async def retrieve(self, collection_name: str, data_point_ids: list[str]): data_point.id = data_point.uuid del data_point.properties - future.set_result(data_points.objects) - - return await future + return data_points.objects - async def get_distance_from_collection_elements( + async def search( self, collection_name: str, - query_text: str = None, - query_vector: List[float] = None, + query_text: Optional[str] = None, + query_vector: Optional[List[float]] = None, + limit: int = 15, with_vector: bool = False, - ) -> List[ScoredResult]: + ): import weaviate.classes as wvc import weaviate.exceptions if query_text is None and query_vector is None: - raise ValueError("One of query_text or query_vector must be provided!") + raise InvalidValueError(message="One of query_text or query_vector must be provided!") if query_vector is None: query_vector = (await self.embed_data([query_text]))[0] + collection = await self.get_collection(collection_name) + try: - search_result = self.get_collection(collection_name).query.hybrid( + search_result = await collection.query.hybrid( query=None, vector=query_vector, + limit=limit if limit > 0 else None, include_vector=with_vector, return_metadata=wvc.query.MetadataQuery(score=True), ) @@ -196,43 +199,10 @@ async def get_distance_from_collection_elements( ) for result in search_result.objects ] - except weaviate.exceptions.UnexpectedStatusCodeError: + except weaviate.exceptions.WeaviateInvalidInputError: # Ignore if the collection doesn't exist return [] - async def search( - self, - collection_name: str, - query_text: Optional[str] = None, - query_vector: Optional[List[float]] = None, - limit: int = None, - with_vector: bool = False, - ): - import weaviate.classes as wvc - - if query_text is None and query_vector is None: - raise InvalidValueError(message="One of query_text or query_vector must be provided!") - - if query_vector is None: - query_vector = (await self.embed_data([query_text]))[0] - - search_result = self.get_collection(collection_name).query.hybrid( - query=None, - vector=query_vector, - limit=limit, - include_vector=with_vector, - return_metadata=wvc.query.MetadataQuery(score=True), - ) - - return [ - ScoredResult( - id=parse_id(str(result.uuid)), - payload=result.properties, - score=1 - float(result.metadata.score), - ) - for result in search_result.objects - ] - async def batch_search( self, collection_name: str, query_texts: List[str], limit: int, with_vectors: bool = False ): @@ -248,14 +218,13 @@ def query_search(query_vector): async def delete_data_points(self, collection_name: str, data_point_ids: list[str]): from weaviate.classes.query import Filter - future = asyncio.Future() - - result = self.get_collection(collection_name).data.delete_many( + collection = await self.get_collection(collection_name) + result = await collection.data.delete_many( filters=Filter.by_id().contains_any(data_point_ids) ) - future.set_result(result) - return await future + return result async def prune(self): - self.client.collections.delete_all() + client = await self.get_client() + await client.collections.delete_all() diff --git a/cognee/infrastructure/llm/gemini/adapter.py b/cognee/infrastructure/llm/gemini/adapter.py index c3aa30a441..e62755f6a9 100644 --- a/cognee/infrastructure/llm/gemini/adapter.py +++ b/cognee/infrastructure/llm/gemini/adapter.py @@ -1,9 +1,10 @@ -from typing import Type, Optional -from pydantic import BaseModel -from cognee.shared.logging_utils import get_logger import litellm +from pydantic import BaseModel +from typing import Type, Optional from litellm import acompletion, JSONSchemaValidationError -from cognee.shared.data_models import MonitoringTool + +from cognee.shared.logging_utils import get_logger +from cognee.modules.observability.get_observe import get_observe from cognee.exceptions import InvalidValueError from cognee.infrastructure.llm.llm_interface import LLMInterface from cognee.infrastructure.llm.prompts import read_query_prompt @@ -11,14 +12,9 @@ rate_limit_async, sleep_and_retry_async, ) -from cognee.base_config import get_base_config logger = get_logger() - -monitoring = get_base_config().monitoring_tool - -if monitoring == MonitoringTool.LANGFUSE: - from langfuse.decorators import observe +observe = get_observe() class GeminiAdapter(LLMInterface): diff --git a/cognee/infrastructure/llm/openai/adapter.py b/cognee/infrastructure/llm/openai/adapter.py index 417af85dff..4a135c1ccf 100644 --- a/cognee/infrastructure/llm/openai/adapter.py +++ b/cognee/infrastructure/llm/openai/adapter.py @@ -1,14 +1,11 @@ import os import base64 -from pathlib import Path -from typing import Type - import litellm import instructor +from typing import Type from pydantic import BaseModel from cognee.modules.data.processing.document_types.open_data_file import open_data_file -from cognee.shared.data_models import MonitoringTool from cognee.exceptions import InvalidValueError from cognee.infrastructure.llm.llm_interface import LLMInterface from cognee.infrastructure.llm.prompts import read_query_prompt @@ -18,12 +15,9 @@ sleep_and_retry_async, sleep_and_retry_sync, ) -from cognee.base_config import get_base_config - -monitoring = get_base_config().monitoring_tool +from cognee.modules.observability.get_observe import get_observe -if monitoring == MonitoringTool.LANGFUSE: - from langfuse.decorators import observe +observe = get_observe() class OpenAIAdapter(LLMInterface): diff --git a/cognee/modules/data/methods/__init__.py b/cognee/modules/data/methods/__init__.py index c32db1d2f0..55d5a3d7e6 100644 --- a/cognee/modules/data/methods/__init__.py +++ b/cognee/modules/data/methods/__init__.py @@ -7,6 +7,7 @@ from .get_datasets_by_name import get_datasets_by_name from .get_dataset_data import get_dataset_data from .get_data import get_data +from .get_unique_dataset_id import get_unique_dataset_id # Delete from .delete_dataset import delete_dataset diff --git a/cognee/modules/data/methods/create_dataset.py b/cognee/modules/data/methods/create_dataset.py index 906c03c249..31e756345c 100644 --- a/cognee/modules/data/methods/create_dataset.py +++ b/cognee/modules/data/methods/create_dataset.py @@ -4,8 +4,13 @@ from sqlalchemy.orm import joinedload from cognee.modules.data.models import Dataset +from cognee.modules.data.methods.get_unique_dataset_id import get_unique_dataset_id +from cognee.modules.users.models import User + + +async def create_dataset(dataset_name: str, user: User, session: AsyncSession) -> Dataset: + owner_id = user.id -async def create_dataset(dataset_name: str, owner_id: UUID, session: AsyncSession) -> Dataset: dataset = ( await session.scalars( select(Dataset) @@ -16,10 +21,9 @@ async def create_dataset(dataset_name: str, owner_id: UUID, session: AsyncSessio ).first() if dataset is None: - # Dataset id should be generated based on dataset_name and owner_id so multiple users can use the same dataset_name - dataset = Dataset( - id=uuid5(NAMESPACE_OID, f"{dataset_name}{str(owner_id)}"), name=dataset_name, data=[] - ) + # Dataset id should be generated based on dataset_name and owner_id/user so multiple users can use the same dataset_name + dataset_id = await get_unique_dataset_id(dataset_name=dataset_name, user=user) + dataset = Dataset(id=dataset_id, name=dataset_name, data=[]) dataset.owner_id = owner_id session.add(dataset) diff --git a/cognee/modules/data/methods/get_unique_dataset_id.py b/cognee/modules/data/methods/get_unique_dataset_id.py new file mode 100644 index 0000000000..965a680505 --- /dev/null +++ b/cognee/modules/data/methods/get_unique_dataset_id.py @@ -0,0 +1,6 @@ +from uuid import UUID, uuid5, NAMESPACE_OID +from cognee.modules.users.models import User + + +async def get_unique_dataset_id(dataset_name: str, user: User) -> UUID: + return uuid5(NAMESPACE_OID, f"{dataset_name}{str(user.id)}") diff --git a/cognee/modules/graph/cognee_graph/CogneeGraph.py b/cognee/modules/graph/cognee_graph/CogneeGraph.py index fa1edca1b4..f79bbd010d 100644 --- a/cognee/modules/graph/cognee_graph/CogneeGraph.py +++ b/cognee/modules/graph/cognee_graph/CogneeGraph.py @@ -128,8 +128,10 @@ async def map_vector_distances_to_graph_edges(self, vector_engine, query) -> Non if query_vector is None or len(query_vector) == 0: raise ValueError("Failed to generate query embedding.") - edge_distances = await vector_engine.get_distance_from_collection_elements( - "EdgeType_relationship_name", query_text=query + edge_distances = await vector_engine.search( + collection_name="EdgeType_relationship_name", + query_text=query, + limit=0, ) embedding_map = {result.payload["text"]: result.score for result in edge_distances} diff --git a/cognee/modules/observability/get_observe.py b/cognee/modules/observability/get_observe.py new file mode 100644 index 0000000000..db3655482d --- /dev/null +++ b/cognee/modules/observability/get_observe.py @@ -0,0 +1,11 @@ +from cognee.base_config import get_base_config +from .observers import Observer + + +def get_observe(): + monitoring = get_base_config().monitoring_tool + + if monitoring == Observer.LANGFUSE: + from langfuse.decorators import observe + + return observe diff --git a/cognee/modules/observability/observers.py b/cognee/modules/observability/observers.py new file mode 100644 index 0000000000..7bd0380ec6 --- /dev/null +++ b/cognee/modules/observability/observers.py @@ -0,0 +1,9 @@ +from enum import Enum + + +class Observer(str, Enum): + """Monitoring tools""" + + LANGFUSE = "langfuse" + LLMLITE = "llmlite" + LANGSMITH = "langsmith" diff --git a/cognee/modules/pipelines/models/PipelineRun.py b/cognee/modules/pipelines/models/PipelineRun.py index 7e833d488f..d1031c1724 100644 --- a/cognee/modules/pipelines/models/PipelineRun.py +++ b/cognee/modules/pipelines/models/PipelineRun.py @@ -6,6 +6,7 @@ class PipelineRunStatus(enum.Enum): + DATASET_PROCESSING_INITIATED = "DATASET_PROCESSING_INITIATED" DATASET_PROCESSING_STARTED = "DATASET_PROCESSING_STARTED" DATASET_PROCESSING_COMPLETED = "DATASET_PROCESSING_COMPLETED" DATASET_PROCESSING_ERRORED = "DATASET_PROCESSING_ERRORED" diff --git a/cognee/modules/pipelines/operations/__init__.py b/cognee/modules/pipelines/operations/__init__.py index 5a9d8c4471..21ee552f05 100644 --- a/cognee/modules/pipelines/operations/__init__.py +++ b/cognee/modules/pipelines/operations/__init__.py @@ -1,3 +1,4 @@ +from .log_pipeline_run_initiated import log_pipeline_run_initiated from .log_pipeline_run_start import log_pipeline_run_start from .log_pipeline_run_complete import log_pipeline_run_complete from .log_pipeline_run_error import log_pipeline_run_error diff --git a/cognee/modules/pipelines/operations/get_pipeline_status.py b/cognee/modules/pipelines/operations/get_pipeline_status.py index 29318382fe..05cc7ab6ea 100644 --- a/cognee/modules/pipelines/operations/get_pipeline_status.py +++ b/cognee/modules/pipelines/operations/get_pipeline_status.py @@ -5,7 +5,7 @@ from sqlalchemy.orm import aliased -async def get_pipeline_status(dataset_ids: list[UUID]): +async def get_pipeline_status(dataset_ids: list[UUID], pipeline_name: str): db_engine = get_relational_engine() async with db_engine.get_async_session() as session: @@ -20,6 +20,7 @@ async def get_pipeline_status(dataset_ids: list[UUID]): .label("rn"), ) .filter(PipelineRun.dataset_id.in_(dataset_ids)) + .filter(PipelineRun.pipeline_name == pipeline_name) .subquery() ) diff --git a/cognee/modules/pipelines/operations/log_pipeline_run_initiated.py b/cognee/modules/pipelines/operations/log_pipeline_run_initiated.py new file mode 100644 index 0000000000..b40b7c62b9 --- /dev/null +++ b/cognee/modules/pipelines/operations/log_pipeline_run_initiated.py @@ -0,0 +1,22 @@ +from uuid import UUID, uuid4 +from cognee.infrastructure.databases.relational import get_relational_engine +from cognee.modules.pipelines.models import PipelineRun, PipelineRunStatus + + +async def log_pipeline_run_initiated(pipeline_id: str, pipeline_name: str, dataset_id: UUID): + pipeline_run = PipelineRun( + pipeline_run_id=uuid4(), + pipeline_name=pipeline_name, + pipeline_id=pipeline_id, + status=PipelineRunStatus.DATASET_PROCESSING_INITIATED, + dataset_id=dataset_id, + run_info={}, + ) + + db_engine = get_relational_engine() + + async with db_engine.get_async_session() as session: + session.add(pipeline_run) + await session.commit() + + return pipeline_run diff --git a/cognee/modules/pipelines/operations/pipeline.py b/cognee/modules/pipelines/operations/pipeline.py index 77e8c2c7e1..1fc192f803 100644 --- a/cognee/modules/pipelines/operations/pipeline.py +++ b/cognee/modules/pipelines/operations/pipeline.py @@ -1,10 +1,11 @@ import asyncio -from cognee.shared.logging_utils import get_logger from typing import Union -from uuid import uuid5, NAMESPACE_OID +from uuid import NAMESPACE_OID, uuid5 -from cognee.modules.data.methods import get_datasets, get_datasets_by_name +from cognee.shared.logging_utils import get_logger +from cognee.modules.data.methods import get_datasets from cognee.modules.data.methods.get_dataset_data import get_dataset_data +from cognee.modules.data.methods.get_unique_dataset_id import get_unique_dataset_id from cognee.modules.data.models import Data, Dataset from cognee.modules.pipelines.operations.run_tasks import run_tasks from cognee.modules.pipelines.models import PipelineRunStatus @@ -12,6 +13,7 @@ from cognee.modules.pipelines.tasks.task import Task from cognee.modules.users.methods import get_default_user from cognee.modules.users.models import User +from cognee.modules.pipelines.operations import log_pipeline_run_initiated from cognee.infrastructure.databases.relational import ( create_db_and_tables as create_relational_db_and_tables, @@ -58,15 +60,36 @@ async def cognee_pipeline( # If no datasets are provided, work with all existing datasets. existing_datasets = await get_datasets(user.id) - if datasets is None or len(datasets) == 0: + + if not datasets: + # Get datasets from database if none sent. datasets = existing_datasets - if isinstance(datasets[0], str): - datasets = await get_datasets_by_name(datasets, user.id) else: - # Try to get datasets objects from database, if they don't exist use dataset name - datasets_names = await get_datasets_by_name(datasets, user.id) - if datasets_names: - datasets = datasets_names + # If dataset is already in database, use it, otherwise create a new instance. + dataset_instances = [] + + for dataset_name in datasets: + is_dataset_found = False + + for existing_dataset in existing_datasets: + if ( + existing_dataset.name == dataset_name + or str(existing_dataset.id) == dataset_name + ): + dataset_instances.append(existing_dataset) + is_dataset_found = True + break + + if not is_dataset_found: + dataset_instances.append( + Dataset( + id=await get_unique_dataset_id(dataset_name=dataset_name, user=user), + name=dataset_name, + owner_id=user.id, + ) + ) + + datasets = dataset_instances awaitables = [] @@ -87,31 +110,48 @@ async def run_pipeline( data=None, pipeline_name: str = "custom_pipeline", ): - if isinstance(dataset, Dataset): - check_dataset_name(dataset.name) - dataset_id = dataset.id - elif isinstance(dataset, str): - check_dataset_name(dataset) - # Generate id based on unique dataset_id formula - dataset_id = uuid5(NAMESPACE_OID, f"{dataset}{str(user.id)}") + check_dataset_name(dataset.name) + + # Ugly hack, but no easier way to do this. + if pipeline_name == "add_pipeline": + # Refresh the add pipeline status so data is added to a dataset. + # Without this the app_pipeline status will be DATASET_PROCESSING_COMPLETED and will skip the execution. + dataset_id = uuid5(NAMESPACE_OID, f"{dataset.name}{str(user.id)}") + + await log_pipeline_run_initiated( + pipeline_id=uuid5(NAMESPACE_OID, "add_pipeline"), + pipeline_name="add_pipeline", + dataset_id=dataset_id, + ) + + # Refresh the cognify pipeline status after we add new files. + # Without this the cognify_pipeline status will be DATASET_PROCESSING_COMPLETED and will skip the execution. + await log_pipeline_run_initiated( + pipeline_id=uuid5(NAMESPACE_OID, "cognify_pipeline"), + pipeline_name="cognify_pipeline", + dataset_id=dataset_id, + ) + + dataset_id = dataset.id if not data: data: list[Data] = await get_dataset_data(dataset_id=dataset_id) # async with update_status_lock: TODO: Add UI lock to prevent multiple backend requests if isinstance(dataset, Dataset): - task_status = await get_pipeline_status([dataset_id]) + task_status = await get_pipeline_status([dataset_id], pipeline_name) else: task_status = [ PipelineRunStatus.DATASET_PROCESSING_COMPLETED ] # TODO: this is a random assignment, find permanent solution - if ( - str(dataset_id) in task_status - and task_status[str(dataset_id)] == PipelineRunStatus.DATASET_PROCESSING_STARTED - ): - logger.info("Dataset %s is already being processed.", dataset_id) - return + if str(dataset_id) in task_status: + if task_status[str(dataset_id)] == PipelineRunStatus.DATASET_PROCESSING_STARTED: + logger.info("Dataset %s is already being processed.", dataset_id) + return + if task_status[str(dataset_id)] == PipelineRunStatus.DATASET_PROCESSING_COMPLETED: + logger.info("Dataset %s is already processed.", dataset_id) + return if not isinstance(tasks, list): raise ValueError("Tasks must be a list") diff --git a/cognee/modules/pipelines/operations/run_tasks.py b/cognee/modules/pipelines/operations/run_tasks.py index 71f22ac486..5f34be011c 100644 --- a/cognee/modules/pipelines/operations/run_tasks.py +++ b/cognee/modules/pipelines/operations/run_tasks.py @@ -20,7 +20,9 @@ logger = get_logger("run_tasks(tasks: [Task], data)") -async def run_tasks_with_telemetry(tasks: list[Task], data, user: User, pipeline_name: str): +async def run_tasks_with_telemetry( + tasks: list[Task], data, user: User, pipeline_name: str, context: dict = None +): config = get_current_settings() logger.debug("\nRunning pipeline with configuration:\n%s\n", json.dumps(config, indent=1)) @@ -36,7 +38,7 @@ async def run_tasks_with_telemetry(tasks: list[Task], data, user: User, pipeline | config, ) - async for result in run_tasks_base(tasks, data, user): + async for result in run_tasks_base(tasks, data, user, context): yield result logger.info("Pipeline run completed: `%s`", pipeline_name) @@ -72,6 +74,7 @@ async def run_tasks( data: Any = None, user: User = None, pipeline_name: str = "unknown_pipeline", + context: dict = None, ): pipeline_id = uuid5(NAMESPACE_OID, pipeline_name) @@ -82,7 +85,11 @@ async def run_tasks( try: async for _ in run_tasks_with_telemetry( - tasks=tasks, data=data, user=user, pipeline_name=pipeline_id + tasks=tasks, + data=data, + user=user, + pipeline_name=pipeline_id, + context=context, ): pass diff --git a/cognee/modules/pipelines/operations/run_tasks_base.py b/cognee/modules/pipelines/operations/run_tasks_base.py index 9c5cdfdb81..e5f577848a 100644 --- a/cognee/modules/pipelines/operations/run_tasks_base.py +++ b/cognee/modules/pipelines/operations/run_tasks_base.py @@ -14,6 +14,7 @@ async def handle_task( leftover_tasks: list[Task], next_task_batch_size: int, user: User, + context: dict = None, ): """Handle common task workflow with logging, telemetry, and error handling around the core execution logic.""" task_type = running_task.task_type @@ -27,9 +28,16 @@ async def handle_task( }, ) + has_context = any( + [key == "context" for key in inspect.signature(running_task.executable).parameters.keys()] + ) + + if has_context: + args.append(context) + try: async for result_data in running_task.execute(args, next_task_batch_size): - async for result in run_tasks_base(leftover_tasks, result_data, user): + async for result in run_tasks_base(leftover_tasks, result_data, user, context): yield result logger.info(f"{task_type} task completed: `{running_task.executable.__name__}`") @@ -55,7 +63,7 @@ async def handle_task( raise error -async def run_tasks_base(tasks: list[Task], data=None, user: User = None): +async def run_tasks_base(tasks: list[Task], data=None, user: User = None, context: dict = None): """Base function to execute tasks in a pipeline, handling task type detection and execution.""" if len(tasks) == 0: yield data @@ -68,5 +76,7 @@ async def run_tasks_base(tasks: list[Task], data=None, user: User = None): next_task = leftover_tasks[0] if len(leftover_tasks) > 0 else None next_task_batch_size = next_task.task_config["batch_size"] if next_task else 1 - async for result in handle_task(running_task, args, leftover_tasks, next_task_batch_size, user): + async for result in handle_task( + running_task, args, leftover_tasks, next_task_batch_size, user, context + ): yield result diff --git a/cognee/modules/retrieval/exceptions/__init__.py b/cognee/modules/retrieval/exceptions/__init__.py index feb84a9629..1b98cddcdd 100644 --- a/cognee/modules/retrieval/exceptions/__init__.py +++ b/cognee/modules/retrieval/exceptions/__init__.py @@ -4,4 +4,4 @@ This module defines a set of exceptions for handling various data errors """ -from .exceptions import SearchTypeNotSupported, CypherSearchError, CollectionDistancesNotFoundError +from .exceptions import SearchTypeNotSupported, CypherSearchError diff --git a/cognee/modules/retrieval/exceptions/exceptions.py b/cognee/modules/retrieval/exceptions/exceptions.py index acd9c1fa82..7e9ebd65bb 100644 --- a/cognee/modules/retrieval/exceptions/exceptions.py +++ b/cognee/modules/retrieval/exceptions/exceptions.py @@ -2,16 +2,6 @@ from cognee.exceptions import CogneeApiError, CriticalError -class CollectionDistancesNotFoundError(CogneeApiError): - def __init__( - self, - message: str = "No distances found between the query and collections. It is possible that the given collection names don't exist.", - name: str = "CollectionDistancesNotFoundError", - status_code: int = status.HTTP_404_NOT_FOUND, - ): - super().__init__(message, name, status_code) - - class SearchTypeNotSupported(CogneeApiError): def __init__( self, diff --git a/cognee/modules/retrieval/graph_completion_retriever.py b/cognee/modules/retrieval/graph_completion_retriever.py index 3d41444c2b..98ac5dd614 100644 --- a/cognee/modules/retrieval/graph_completion_retriever.py +++ b/cognee/modules/retrieval/graph_completion_retriever.py @@ -3,7 +3,6 @@ import string from cognee.infrastructure.engine import DataPoint -from cognee.modules.graph.exceptions.exceptions import EntityNotFoundError from cognee.modules.graph.utils.convert_node_to_data_point import get_all_subclasses from cognee.modules.retrieval.base_retriever import BaseRetriever from cognee.modules.retrieval.utils.brute_force_triplet_search import brute_force_triplet_search @@ -76,10 +75,7 @@ async def get_triplets(self, query: str) -> list: async def get_context(self, query: str) -> str: """Retrieves and resolves graph triplets into context.""" - try: - triplets = await self.get_triplets(query) - except EntityNotFoundError: - return "" + triplets = await self.get_triplets(query) if len(triplets) == 0: return "" diff --git a/cognee/modules/retrieval/utils/brute_force_triplet_search.py b/cognee/modules/retrieval/utils/brute_force_triplet_search.py index fcec0edd3c..0a08fbd002 100644 --- a/cognee/modules/retrieval/utils/brute_force_triplet_search.py +++ b/cognee/modules/retrieval/utils/brute_force_triplet_search.py @@ -1,14 +1,15 @@ import asyncio -from cognee.shared.logging_utils import get_logger, ERROR from typing import List, Optional +from cognee.shared.logging_utils import get_logger, ERROR +from cognee.modules.graph.exceptions.exceptions import EntityNotFoundError +from cognee.infrastructure.databases.vector.exceptions import CollectionNotFoundError from cognee.infrastructure.databases.graph import get_graph_engine from cognee.infrastructure.databases.vector import get_vector_engine from cognee.modules.graph.cognee_graph.CogneeGraph import CogneeGraph from cognee.modules.users.methods import get_default_user from cognee.modules.users.models import User from cognee.shared.utils import send_telemetry -from cognee.modules.retrieval.exceptions import CollectionDistancesNotFoundError logger = get_logger(level=ERROR) @@ -62,11 +63,14 @@ async def get_memory_fragment( if properties_to_project is None: properties_to_project = ["id", "description", "name", "type", "text"] - await memory_fragment.project_graph_from_db( - graph_engine, - node_properties_to_project=properties_to_project, - edge_properties_to_project=["relationship_name"], - ) + try: + await memory_fragment.project_graph_from_db( + graph_engine, + node_properties_to_project=properties_to_project, + edge_properties_to_project=["relationship_name"], + ) + except EntityNotFoundError: + pass return memory_fragment @@ -139,16 +143,21 @@ async def brute_force_search( send_telemetry("cognee.brute_force_triplet_search EXECUTION STARTED", user.id) + async def search_in_collection(collection_name: str): + try: + return await vector_engine.search( + collection_name=collection_name, query_text=query, limit=0 + ) + except CollectionNotFoundError: + return [] + try: results = await asyncio.gather( - *[ - vector_engine.get_distance_from_collection_elements(collection, query_text=query) - for collection in collections - ] + *[search_in_collection(collection_name) for collection_name in collections] ) if all(not item for item in results): - raise CollectionDistancesNotFoundError() + return [] node_distances = {collection: result for collection, result in zip(collections, results)} @@ -161,6 +170,8 @@ async def brute_force_search( return results + except CollectionNotFoundError: + return [] except Exception as error: logger.error( "Error during brute force search for user: %s, query: %s. Error: %s", diff --git a/cognee/modules/settings/get_settings.py b/cognee/modules/settings/get_settings.py index 8764745594..c7fe3aed23 100644 --- a/cognee/modules/settings/get_settings.py +++ b/cognee/modules/settings/get_settings.py @@ -1,4 +1,5 @@ from enum import Enum +from typing import Optional from pydantic import BaseModel from cognee.infrastructure.databases.vector import get_vectordb_config from cognee.infrastructure.llm import get_llm_config @@ -20,8 +21,8 @@ class LLMConfig(BaseModel): api_key: str model: str provider: str - endpoint: str - api_version: str + endpoint: Optional[str] + api_version: Optional[str] models: dict[str, list[ConfigChoice]] providers: list[ConfigChoice] diff --git a/cognee/shared/data_models.py b/cognee/shared/data_models.py index f6d66e53db..e0e90e3221 100644 --- a/cognee/shared/data_models.py +++ b/cognee/shared/data_models.py @@ -350,11 +350,3 @@ class ChunkSummaries(BaseModel): """Relevant summary and chunk id""" summaries: List[ChunkSummary] - - -class MonitoringTool(str, Enum): - """Monitoring tools""" - - LANGFUSE = "langfuse" - LLMLITE = "llmlite" - LANGSMITH = "langsmith" diff --git a/cognee/shared/logging_utils.py b/cognee/shared/logging_utils.py index 4d2ee7f52e..bfd4828f86 100644 --- a/cognee/shared/logging_utils.py +++ b/cognee/shared/logging_utils.py @@ -312,7 +312,7 @@ def emit(self, record): root_logger.addHandler(file_handler) root_logger.setLevel(log_level) - if log_level > logging.WARNING: + if log_level > logging.DEBUG: import warnings from sqlalchemy.exc import SAWarning diff --git a/cognee/tasks/ingestion/ingest_data.py b/cognee/tasks/ingestion/ingest_data.py index c7c0251aea..02e6277b28 100644 --- a/cognee/tasks/ingestion/ingest_data.py +++ b/cognee/tasks/ingestion/ingest_data.py @@ -104,7 +104,7 @@ async def store_data_to_dataset( db_engine = get_relational_engine() async with db_engine.get_async_session() as session: - dataset = await create_dataset(dataset_name, user.id, session) + dataset = await create_dataset(dataset_name, user, session) # Check to see if data should be updated data_point = ( diff --git a/cognee/tasks/temporal_awareness/index_graphiti_objects.py b/cognee/tasks/temporal_awareness/index_graphiti_objects.py index 619ca958de..2124b830d8 100644 --- a/cognee/tasks/temporal_awareness/index_graphiti_objects.py +++ b/cognee/tasks/temporal_awareness/index_graphiti_objects.py @@ -20,20 +20,23 @@ async def index_and_transform_graphiti_nodes_and_edges(): logger.error("Failed to initialize engines: %s", e) raise RuntimeError("Initialization error") from e - await graph_engine.query("""MATCH (n) SET n.id = n.uuid RETURN n""") + await graph_engine.query("""MATCH (n) SET n.id = n.uuid RETURN n""", params={}) await graph_engine.query( """MATCH (source)-[r]->(target) SET r.source_node_id = source.id, r.target_node_id = target.id, - r.relationship_name = type(r) RETURN r""" + r.relationship_name = type(r) RETURN r""", + params={}, + ) + await graph_engine.query( + """MATCH (n) SET n.text = COALESCE(n.summary, n.content) RETURN n""", params={} ) - await graph_engine.query("""MATCH (n) SET n.text = COALESCE(n.summary, n.content) RETURN n""") - nodes_data, edges_data = await graph_engine.get_model_independent_graph_data() + nodes_data, edges_data = await graph_engine.get_graph_data() - for node_data in nodes_data[0]["nodes"]: + for node_id, node_data in nodes_data: graphiti_node = GraphitiNode( **{key: node_data[key] for key in ("content", "name", "summary") if key in node_data}, - id=node_data.get("uuid"), + id=node_id, ) data_point_type = type(graphiti_node) @@ -58,9 +61,8 @@ async def index_and_transform_graphiti_nodes_and_edges(): await vector_engine.index_data_points(index_name, field_name, indexable_points) edge_types = Counter( - edge[1][1] - for edge in edges_data[0]["elements"] - if isinstance(edge, list) and len(edge) == 3 + edge[2] # The edge key (relationship name) is at index 2 + for edge in edges_data ) for text, count in edge_types.items(): diff --git a/cognee/tests/integration/run_toy_tasks/conftest.py b/cognee/tests/integration/run_toy_tasks/conftest.py deleted file mode 100644 index 09e98328ce..0000000000 --- a/cognee/tests/integration/run_toy_tasks/conftest.py +++ /dev/null @@ -1,11 +0,0 @@ -import os - -import pytest - - -@pytest.fixture(autouse=True, scope="session") -def copy_cognee_db_to_target_location(): - os.makedirs("cognee/.cognee_system/databases/", exist_ok=True) - os.system( - "cp cognee/tests/integration/run_toy_tasks/data/cognee_db cognee/.cognee_system/databases/cognee_db" - ) diff --git a/cognee/tests/integration/run_toy_tasks/data/cognee_db b/cognee/tests/integration/run_toy_tasks/data/cognee_db deleted file mode 100644 index 912adf2955f51b156d0affe520e4b360c5554031..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 159744 zcmeI*-)|d7Vh8YDQYIzY5}orow9n@=Z8??ISklhU{+bwW!&r>ZjVYb=BZ==?v$MOi zHWNye`NNj4O;ITU`qEy3dpi_J``Etrp+ON8edvEspl>N!6!&ruJ>0_;NPnQ{?DB_5 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cognee.modules.search.operations import get_history +from cognee.modules.users.methods import get_default_user +from cognee.shared.logging_utils import get_logger +from cognee.modules.search.types import SearchType + + +logger = get_logger() + + +async def main(): + cognee.config.set_graph_database_provider("memgraph") + data_directory_path = str( + pathlib.Path( + os.path.join(pathlib.Path(__file__).parent, ".data_storage/test_memgraph") + ).resolve() + ) + cognee.config.data_root_directory(data_directory_path) + cognee_directory_path = str( + pathlib.Path( + os.path.join(pathlib.Path(__file__).parent, ".cognee_system/test_memgraph") + ).resolve() + ) + cognee.config.system_root_directory(cognee_directory_path) + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + dataset_name = "cs_explanations" + + explanation_file_path = os.path.join( + pathlib.Path(__file__).parent, "test_data/Natural_language_processing.txt" + ) + await cognee.add([explanation_file_path], dataset_name) + + text = """A quantum computer is a computer that takes advantage of quantum mechanical phenomena. + At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states. + Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling) than any modern "classical" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible. + The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two "basis" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly. + Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate. + In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited. + """ + + await cognee.add([text], dataset_name) + + await cognee.cognify([dataset_name]) + + from cognee.infrastructure.databases.vector import get_vector_engine + + vector_engine = get_vector_engine() + random_node = (await vector_engine.search("Entity_name", "Quantum computer"))[0] + random_node_name = random_node.payload["text"] + + search_results = await cognee.search( + query_type=SearchType.INSIGHTS, query_text=random_node_name + ) + assert len(search_results) != 0, "The search results list is empty." + print("\n\nExtracted sentences are:\n") + for result in search_results: + print(f"{result}\n") + + search_results = await cognee.search(query_type=SearchType.CHUNKS, query_text=random_node_name) + assert len(search_results) != 0, "The search results list is empty." + print("\n\nExtracted chunks are:\n") + for result in search_results: + print(f"{result}\n") + + search_results = await cognee.search( + query_type=SearchType.SUMMARIES, query_text=random_node_name + ) + assert len(search_results) != 0, "Query related summaries don't exist." + print("\nExtracted results are:\n") + for result in search_results: + print(f"{result}\n") + + search_results = await cognee.search( + query_type=SearchType.NATURAL_LANGUAGE, + query_text=f"Find nodes connected to node with name {random_node_name}", + ) + assert len(search_results) != 0, "Query related natural language don't exist." + print("\nExtracted results are:\n") + for result in search_results: + print(f"{result}\n") + + user = await get_default_user() + history = await get_history(user.id) + + assert len(history) == 8, "Search history is not correct." + + await cognee.prune.prune_data() + assert not os.path.isdir(data_directory_path), "Local data files are not deleted" + + await cognee.prune.prune_system(metadata=True) + from cognee.infrastructure.databases.graph import get_graph_engine + + graph_engine = await get_graph_engine() + nodes, edges = await graph_engine.get_graph_data() + assert len(nodes) == 0 and len(edges) == 0, "Memgraph graph database is not empty" + + +if __name__ == "__main__": + import asyncio + + asyncio.run(main()) diff --git a/cognee/tests/test_neo4j.py b/cognee/tests/test_neo4j.py index 5238c2834e..e87c656a0a 100644 --- a/cognee/tests/test_neo4j.py +++ b/cognee/tests/test_neo4j.py @@ -74,19 +74,20 @@ async def main(): for result in search_results: print(f"{result}\n") - search_results = await cognee.search( - query_type=SearchType.NATURAL_LANGUAGE, - query_text=f"Find nodes connected to node with name {random_node_name}", - ) - assert len(search_results) != 0, "Query related natural language don't exist." - print("\nExtracted results are:\n") - for result in search_results: - print(f"{result}\n") + # NOTE: Due to the test failing often on weak LLM models we've removed this test for now + # search_results = await cognee.search( + # query_type=SearchType.NATURAL_LANGUAGE, + # query_text=f"Find nodes connected to node with name {random_node_name}", + # ) + # assert len(search_results) != 0, "Query related natural language don't exist." + # print("\nExtracted results are:\n") + # for result in search_results: + # print(f"{result}\n") user = await get_default_user() history = await get_history(user.id) - assert len(history) == 8, "Search history is not correct." + assert len(history) == 6, "Search history is not correct." await cognee.prune.prune_data() assert not os.path.isdir(data_directory_path), "Local data files are not deleted" diff --git a/cognee/tests/test_weaviate.py b/cognee/tests/test_weaviate.py index 3f67695c77..174b6b4f88 100644 --- a/cognee/tests/test_weaviate.py +++ b/cognee/tests/test_weaviate.py @@ -82,7 +82,7 @@ async def main(): assert not os.path.isdir(data_directory_path), "Local data files are not deleted" await cognee.prune.prune_system(metadata=True) - collections = get_vector_engine().client.collections.list_all() + collections = await get_vector_engine().client.collections.list_all() assert len(collections) == 0, "Weaviate vector database is not empty" diff --git a/cognee/tests/integration/run_toy_tasks/run_task_from_queue_test.py b/cognee/tests/unit/modules/pipelines/run_task_from_queue_test.py similarity index 100% rename from cognee/tests/integration/run_toy_tasks/run_task_from_queue_test.py rename to cognee/tests/unit/modules/pipelines/run_task_from_queue_test.py diff --git a/cognee/tests/integration/run_toy_tasks/run_tasks_test.py b/cognee/tests/unit/modules/pipelines/run_tasks_test.py similarity index 96% rename from cognee/tests/integration/run_toy_tasks/run_tasks_test.py rename to cognee/tests/unit/modules/pipelines/run_tasks_test.py index 7fbc905ee3..72dd5440e8 100644 --- a/cognee/tests/integration/run_toy_tasks/run_tasks_test.py +++ b/cognee/tests/unit/modules/pipelines/run_tasks_test.py @@ -48,3 +48,7 @@ async def add_one_single(nums): def test_run_tasks(): asyncio.run(run_and_check_tasks()) + + +if __name__ == "__main__": + test_run_tasks() diff --git a/cognee/tests/unit/modules/pipelines/run_tasks_with_context_test.py b/cognee/tests/unit/modules/pipelines/run_tasks_with_context_test.py new file mode 100644 index 0000000000..32c9f32a73 --- /dev/null +++ b/cognee/tests/unit/modules/pipelines/run_tasks_with_context_test.py @@ -0,0 +1,47 @@ +import asyncio + +import cognee +from cognee.modules.pipelines.tasks.task import Task +from cognee.modules.users.methods import get_default_user +from cognee.modules.pipelines.operations.run_tasks import run_tasks_base +from cognee.infrastructure.databases.relational import create_db_and_tables + + +async def run_and_check_tasks(): + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + def task_1(num, context): + return num + context + + def task_2(num): + return num * 2 + + def task_3(num, context): + return num**context + + await create_db_and_tables() + user = await get_default_user() + + pipeline = run_tasks_base( + [ + Task(task_1), + Task(task_2), + Task(task_3), + ], + data=5, + user=user, + context=7, + ) + + final_result = 4586471424 + async for result in pipeline: + assert result == final_result + + +def test_run_tasks(): + asyncio.run(run_and_check_tasks()) + + +if __name__ == "__main__": + test_run_tasks() diff --git a/cognee/tests/unit/modules/retrieval/chunks_retriever_test.py b/cognee/tests/unit/modules/retrieval/chunks_retriever_test.py index 0050228e94..a28885e8c7 100644 --- a/cognee/tests/unit/modules/retrieval/chunks_retriever_test.py +++ b/cognee/tests/unit/modules/retrieval/chunks_retriever_test.py @@ -16,11 +16,11 @@ class TestChunksRetriever: @pytest.mark.asyncio async def test_chunk_context_simple(self): system_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".cognee_system/test_rag_context" + pathlib.Path(__file__).parent, ".cognee_system/test_chunks_context_simple" ) cognee.config.system_root_directory(system_directory_path) data_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".data_storage/test_rag_context" + pathlib.Path(__file__).parent, ".data_storage/test_chunks_context_simple" ) cognee.config.data_root_directory(data_directory_path) @@ -73,11 +73,11 @@ async def test_chunk_context_simple(self): @pytest.mark.asyncio async def test_chunk_context_complex(self): system_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".cognee_system/test_chunk_context" + pathlib.Path(__file__).parent, ".cognee_system/test_chunk_context_complex" ) cognee.config.system_root_directory(system_directory_path) data_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".data_storage/test_chunk_context" + pathlib.Path(__file__).parent, ".data_storage/test_chunk_context_complex" ) cognee.config.data_root_directory(data_directory_path) @@ -162,11 +162,11 @@ async def test_chunk_context_complex(self): @pytest.mark.asyncio async def test_chunk_context_on_empty_graph(self): system_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".cognee_system/test_chunk_context" + pathlib.Path(__file__).parent, ".cognee_system/test_chunk_context_empty" ) cognee.config.system_root_directory(system_directory_path) data_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".data_storage/test_chunk_context" + pathlib.Path(__file__).parent, ".data_storage/test_chunk_context_empty" ) cognee.config.data_root_directory(data_directory_path) @@ -190,6 +190,9 @@ async def test_chunk_context_on_empty_graph(self): test = TestChunksRetriever() - run(test.test_chunk_context_simple()) - run(test.test_chunk_context_complex()) - run(test.test_chunk_context_on_empty_graph()) + async def main(): + await test.test_chunk_context_simple() + await test.test_chunk_context_complex() + await test.test_chunk_context_on_empty_graph() + + run(main()) diff --git a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py index ad9a6eb523..2dc6ca6cee 100644 --- a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py +++ b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py @@ -154,6 +154,9 @@ async def test_get_graph_completion_context_on_empty_graph(self): test = TestGraphCompletionRetriever() - run(test.test_graph_completion_context_simple()) - run(test.test_graph_completion_context_complex()) - run(test.test_get_graph_completion_context_on_empty_graph()) + async def main(): + await test.test_graph_completion_context_simple() + await test.test_graph_completion_context_complex() + await test.test_get_graph_completion_context_on_empty_graph() + + run(main()) diff --git a/cognee/tests/unit/modules/retrieval/summaries_retriever_test.py b/cognee/tests/unit/modules/retrieval/summaries_retriever_test.py index 69a53194aa..e12979caa9 100644 --- a/cognee/tests/unit/modules/retrieval/summaries_retriever_test.py +++ b/cognee/tests/unit/modules/retrieval/summaries_retriever_test.py @@ -127,7 +127,7 @@ async def test_chunk_context(self): await add_data_points(entities) - retriever = SummariesRetriever(limit=20) + retriever = SummariesRetriever(top_k=20) context = await retriever.get_context("Christina") diff --git a/cognee/tests/unit/modules/retrieval/utils/brute_force_triplet_search_test.py b/cognee/tests/unit/modules/retrieval/utils/brute_force_triplet_search_test.py deleted file mode 100644 index cb4d8de8cd..0000000000 --- a/cognee/tests/unit/modules/retrieval/utils/brute_force_triplet_search_test.py +++ /dev/null @@ -1,44 +0,0 @@ -import pytest -from unittest.mock import AsyncMock, patch -from cognee.modules.users.models import User -from cognee.modules.retrieval.exceptions import CollectionDistancesNotFoundError -from cognee.modules.retrieval.utils.brute_force_triplet_search import ( - brute_force_search, - brute_force_triplet_search, -) - - -@pytest.mark.asyncio -@patch("cognee.modules.retrieval.utils.brute_force_triplet_search.get_vector_engine") -async def test_brute_force_search_collection_not_found(mock_get_vector_engine): - user = User(id="test_user") - query = "test query" - collections = ["nonexistent_collection"] - top_k = 5 - mock_memory_fragment = AsyncMock() - mock_vector_engine = AsyncMock() - mock_vector_engine.get_distance_from_collection_elements.return_value = [] - mock_get_vector_engine.return_value = mock_vector_engine - - with pytest.raises(CollectionDistancesNotFoundError): - await brute_force_search( - query, user, top_k, collections=collections, memory_fragment=mock_memory_fragment - ) - - -@pytest.mark.asyncio -@patch("cognee.modules.retrieval.utils.brute_force_triplet_search.get_vector_engine") -async def test_brute_force_triplet_search_collection_not_found(mock_get_vector_engine): - user = User(id="test_user") - query = "test query" - collections = ["nonexistent_collection"] - top_k = 5 - mock_memory_fragment = AsyncMock() - mock_vector_engine = AsyncMock() - mock_vector_engine.get_distance_from_collection_elements.return_value = [] - mock_get_vector_engine.return_value = mock_vector_engine - - with pytest.raises(CollectionDistancesNotFoundError): - await brute_force_triplet_search( - query, user, top_k, collections=collections, memory_fragment=mock_memory_fragment - ) diff --git a/entrypoint.sh b/entrypoint.sh index 5874f7e514..b2f2191f93 100755 --- a/entrypoint.sh +++ b/entrypoint.sh @@ -13,7 +13,7 @@ echo "Environment: $ENVIRONMENT" # inconsistencies and should cause the startup to fail. This check allows for # smooth redeployments and container restarts while maintaining data integrity. echo "Running database migrations..." -MIGRATION_OUTPUT=$(poetry run alembic upgrade head 2>&1) || { +MIGRATION_OUTPUT=$(alembic upgrade head 2>&1) || { if [[ $MIGRATION_OUTPUT == *"UserAlreadyExists"* ]] || [[ $MIGRATION_OUTPUT == *"User default_user@example.com already exists"* ]]; then echo "Warning: Default user already exists, continuing startup..." else @@ -22,8 +22,9 @@ MIGRATION_OUTPUT=$(poetry run alembic upgrade head 2>&1) || { exit 1 fi } +echo "Database migrations done." -echo "Starting Gunicorn" +echo "Starting server..." # Add startup delay to ensure DB is ready sleep 2 @@ -32,10 +33,10 @@ sleep 2 if [ "$ENVIRONMENT" = "dev" ] || [ "$ENVIRONMENT" = "local" ]; then if [ "$DEBUG" = "true" ]; then echo "Waiting for the debugger to attach..." - exec python -m debugpy --wait-for-client --listen 0.0.0.0:5678 -m gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level debug --reload cognee.api.client:app + debugpy --wait-for-client --listen 0.0.0.0:5678 -m gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level debug --reload cognee.api.client:app else - exec gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level debug --reload cognee.api.client:app + gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level debug --reload cognee.api.client:app fi else - exec gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level error cognee.api.client:app + gunicorn -w 3 -k uvicorn.workers.UvicornWorker -t 30000 --bind=0.0.0.0:8000 --log-level error cognee.api.client:app fi diff --git a/examples/data/car_and_tech_companies.txt b/examples/data/car_and_tech_companies.txt new file mode 100644 index 0000000000..699f9812da --- /dev/null +++ b/examples/data/car_and_tech_companies.txt @@ -0,0 +1,37 @@ +text_1 = """ +1. Audi +Audi is known for its modern designs and advanced technology. Founded in the early 1900s, the brand has earned a reputation for precision engineering and innovation. With features like the Quattro all-wheel-drive system, Audi offers a range of vehicles from stylish sedans to high-performance sports cars. + +2. BMW +BMW, short for Bayerische Motoren Werke, is celebrated for its focus on performance and driving pleasure. The company's vehicles are designed to provide a dynamic and engaging driving experience, and their slogan, "The Ultimate Driving Machine," reflects that commitment. BMW produces a variety of cars that combine luxury with sporty performance. + +3. Mercedes-Benz +Mercedes-Benz is synonymous with luxury and quality. With a history dating back to the early 20th century, the brand is known for its elegant designs, innovative safety features, and high-quality engineering. Mercedes-Benz manufactures not only luxury sedans but also SUVs, sports cars, and commercial vehicles, catering to a wide range of needs. + +4. Porsche +Porsche is a name that stands for high-performance sports cars. Founded in 1931, the brand has become famous for models like the iconic Porsche 911. Porsche cars are celebrated for their speed, precision, and distinctive design, appealing to car enthusiasts who value both performance and style. + +5. Volkswagen +Volkswagen, which means "people's car" in German, was established with the idea of making affordable and reliable vehicles accessible to everyone. Over the years, Volkswagen has produced several iconic models, such as the Beetle and the Golf. Today, it remains one of the largest car manufacturers in the world, offering a wide range of vehicles that balance practicality with quality. + +Each of these car manufacturer contributes to Germany's reputation as a leader in the global automotive industry, showcasing a blend of innovation, performance, and design excellence. +""" + +text_2 = """ +1. Apple +Apple is renowned for its innovative consumer electronics and software. Its product lineup includes the iPhone, iPad, Mac computers, and wearables like the Apple Watch. Known for its emphasis on sleek design and user-friendly interfaces, Apple has built a loyal customer base and created a seamless ecosystem that integrates hardware, software, and services. + +2. Google +Founded in 1998, Google started as a search engine and quickly became the go-to resource for finding information online. Over the years, the company has diversified its offerings to include digital advertising, cloud computing, mobile operating systems (Android), and various web services like Gmail and Google Maps. Google's innovations have played a major role in shaping the internet landscape. + +3. Microsoft +Microsoft Corporation has been a dominant force in software for decades. Its Windows operating system and Microsoft Office suite are staples in both business and personal computing. In recent years, Microsoft has expanded into cloud computing with Azure, gaming with the Xbox platform, and even hardware through products like the Surface line. This evolution has helped the company maintain its relevance in a rapidly changing tech world. + +4. Amazon +What began as an online bookstore has grown into one of the largest e-commerce platforms globally. Amazon is known for its vast online marketplace, but its influence extends far beyond retail. With Amazon Web Services (AWS), the company has become a leader in cloud computing, offering robust solutions that power websites, applications, and businesses around the world. Amazon's constant drive for innovation continues to reshape both retail and technology sectors. + +5. Meta +Meta, originally known as Facebook, revolutionized social media by connecting billions of people worldwide. Beyond its core social networking service, Meta is investing in the next generation of digital experiences through virtual and augmented reality technologies, with projects like Oculus. The company's efforts signal a commitment to evolving digital interaction and building the metaverse—a shared virtual space where users can connect and collaborate. + +Each of these companies has significantly impacted the technology landscape, driving innovation and transforming everyday life through their groundbreaking products and services. +""" \ No newline at end of file diff --git a/examples/python/graphiti_example.py b/examples/python/graphiti_example.py index 009c2f2f42..5ad964fcd7 100644 --- a/examples/python/graphiti_example.py +++ b/examples/python/graphiti_example.py @@ -14,6 +14,7 @@ from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever from cognee.infrastructure.llm.prompts import read_query_prompt, render_prompt from cognee.infrastructure.llm.get_llm_client import get_llm_client +from cognee.modules.users.methods import get_default_user text_list = [ "Kamala Harris is the Attorney General of California. She was previously " @@ -27,6 +28,9 @@ async def main(): await cognee.prune.prune_system(metadata=True) await create_relational_db_and_tables() + # Initialize default user + user = await get_default_user() + for text in text_list: await cognee.add(text) @@ -34,7 +38,7 @@ async def main(): Task(build_graph_with_temporal_awareness, text_list=text_list), ] - pipeline = run_tasks(tasks) + pipeline = run_tasks(tasks, user=user) async for result in pipeline: print(result) diff --git a/notebooks/cognee_demo.ipynb b/notebooks/cognee_demo.ipynb index e1ff9a6420..054c94317c 100644 --- a/notebooks/cognee_demo.ipynb +++ b/notebooks/cognee_demo.ipynb @@ -467,7 +467,7 @@ "from cognee.modules.data.models import Dataset, Data\n", "from cognee.modules.data.methods.get_dataset_data import get_dataset_data\n", "from cognee.modules.cognify.config import get_cognify_config\n", - "from cognee.modules.pipelines.tasks.Task import Task\n", + "from cognee.modules.pipelines.tasks.task import Task\n", "from cognee.modules.pipelines import run_tasks\n", "from cognee.modules.users.models import User\n", "from cognee.tasks.documents import (\n", @@ -505,7 +505,7 @@ " Task(add_data_points, task_config={\"batch_size\": 10}),\n", " ]\n", "\n", - " pipeline_run = run_tasks(tasks, dataset.id, data_documents, \"cognify_pipeline\")\n", + " pipeline_run = run_tasks(tasks, dataset.id, data_documents, user, \"cognify_pipeline\")\n", " pipeline_run_status = None\n", "\n", " async for run_status in pipeline_run:\n", @@ -529,8 +529,11 @@ "source": [ "from cognee.modules.users.methods import get_default_user\n", "from cognee.modules.data.methods import get_datasets_by_name\n", + "from cognee.modules.users.methods import get_user\n", "\n", - "user = await get_default_user()\n", + "default_user = await get_default_user()\n", + "\n", + "user = await get_user(default_user.id)\n", "\n", "datasets = await get_datasets_by_name([\"example\"], user.id)\n", "\n", @@ -604,39 +607,6 @@ "visualization_server(port=8002)" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "765bc42a143e98af", - "metadata": { - "ExecuteTime": { - "end_time": "2025-02-09T21:46:07.783693Z", - "start_time": "2025-02-09T21:46:07.780709Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1382358-433c-4cd0-8535-9e103f821034", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6332d5bc-882f-49d5-8496-582e3954567a", - "metadata": {}, - "outputs": [], - "source": [ - "from IPython.display import IFrame, display, HTML\n", - "\n", - "IFrame(\"http://127.0.0.1:8002/.artifacts/graph_visualization.html\", width=800, height=600)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -837,14 +807,6 @@ "### Give us a star if you like it!\n", "https://github.com/topoteretes/cognee" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3c081f2d53512199", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/notebooks/cognee_graphiti_demo.ipynb b/notebooks/cognee_graphiti_demo.ipynb index 7759b896fd..79123a483f 100644 --- a/notebooks/cognee_graphiti_demo.ipynb +++ b/notebooks/cognee_graphiti_demo.ipynb @@ -15,7 +15,7 @@ } }, "source": [ - "First we import the necessary libaries" + "First we import the necessary libraries" ] }, { @@ -24,9 +24,10 @@ "metadata": {}, "outputs": [], "source": [ + "import asyncio\n", + "\n", "import cognee\n", "from cognee.shared.logging_utils import get_logger, ERROR\n", - "import warnings\n", "from cognee.modules.pipelines import Task, run_tasks\n", "from cognee.tasks.temporal_awareness import build_graph_with_temporal_awareness\n", "from cognee.infrastructure.databases.relational import (\n", @@ -38,7 +39,8 @@ "from cognee.modules.retrieval.utils.brute_force_triplet_search import brute_force_triplet_search\n", "from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever\n", "from cognee.infrastructure.llm.prompts import read_query_prompt, render_prompt\n", - "from cognee.infrastructure.llm.get_llm_client import get_llm_client" + "from cognee.infrastructure.llm.get_llm_client import get_llm_client\n", + "from cognee.modules.users.methods import get_default_user" ] }, { @@ -126,33 +128,25 @@ }, "outputs": [], "source": [ - "# 🔧 Setting Up Logging to Suppress Errors\n", - "logger = get_logger(level=ERROR) # Keeping logs clean and focused\n", - "\n", - "# 🧹 Pruning Old Data and Metadata\n", - "await cognee.prune.prune_data() # Removing outdated data\n", + "await cognee.prune.prune_data()\n", "await cognee.prune.prune_system(metadata=True)\n", - "\n", - "# 🏗️ Creating Relational Database and Tables\n", "await create_relational_db_and_tables()\n", "\n", - "# 📚 Adding Text Data to Cognee\n", + "# Initialize default user\n", + "user = await get_default_user()\n", + "\n", "for text in text_list:\n", " await cognee.add(text)\n", "\n", - "# 🕰️ Building Temporal-Aware Graphs\n", "tasks = [\n", " Task(build_graph_with_temporal_awareness, text_list=text_list),\n", - "]\n", + " ]\n", "\n", - "# 🚀 Running the Task Pipeline\n", - "pipeline = run_tasks(tasks)\n", + "pipeline = run_tasks(tasks, user=user)\n", "\n", - "# 🌟 Processing Pipeline Results\n", "async for result in pipeline:\n", - " print(f\"✅ Result Processed: {result}\")\n", + " print(result)\n", "\n", - "# 🔄 Indexing and Transforming Graph Data\n", "await index_and_transform_graphiti_nodes_and_edges()" ] }, diff --git a/notebooks/cognee_llama_index.ipynb b/notebooks/cognee_llama_index.ipynb index acbed7f189..65f1b2ef05 100644 --- a/notebooks/cognee_llama_index.ipynb +++ b/notebooks/cognee_llama_index.ipynb @@ -12,7 +12,9 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": "%pip install llama-index-core\n" + "source": [ + "%pip install llama-index-core\n" + ] }, { "cell_type": "markdown", @@ -116,10 +118,10 @@ ] }, { - "metadata": {}, "cell_type": "code", - "outputs": [], "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from typing import Union, BinaryIO\n", "\n", diff --git a/notebooks/cognee_simple_demo.ipynb b/notebooks/cognee_simple_demo.ipynb index 1b9af4ce8c..f65caeeec1 100644 --- a/notebooks/cognee_simple_demo.ipynb +++ b/notebooks/cognee_simple_demo.ipynb @@ -10,11 +10,13 @@ }, { "cell_type": "code", + "execution_count": null, "id": "982b897a29a26f7d", "metadata": {}, - "source": "!pip install cognee==0.1.36", "outputs": [], - "execution_count": null + "source": [ + "!pip install cognee==0.1.39" + ] }, { "cell_type": "markdown", @@ -28,15 +30,15 @@ }, { "cell_type": "code", + "execution_count": null, "id": "initial_id", "metadata": {}, + "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"LLM_API_KEY\"] = \"\"" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "markdown", @@ -48,14 +50,14 @@ }, { "cell_type": "code", + "execution_count": null, "id": "5805c346f03d8070", "metadata": {}, + "outputs": [], "source": [ "current_directory = os.getcwd()\n", "file_path = os.path.join(current_directory, \"data\", \"alice_in_wonderland.txt\")" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "markdown", @@ -67,15 +69,15 @@ }, { "cell_type": "code", + "execution_count": null, "id": "875763366723ee48", "metadata": {}, + "outputs": [], "source": [ "import cognee\n", "await cognee.add(file_path)\n", "await cognee.cognify()" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "markdown", @@ -87,33 +89,33 @@ }, { "cell_type": "code", + "execution_count": null, "id": "29b3a1e3279100d2", "metadata": {}, + "outputs": [], "source": [ "await cognee.search(\"List me all the influential characters in Alice in Wonderland.\")" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "code", + "execution_count": null, "id": "883ce50d2d9dc584", "metadata": {}, + "outputs": [], "source": [ "await cognee.search(\"How did Alice end up in Wonderland?\")" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "code", + "execution_count": null, "id": "677e1bc52aa078b6", "metadata": {}, + "outputs": [], "source": [ "await cognee.search(\"Tell me about Alice's personality.\")" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "markdown", @@ -125,8 +127,10 @@ }, { "cell_type": "code", + "execution_count": null, "id": "6effdae590b795d3", "metadata": {}, + "outputs": [], "source": [ "import webbrowser\n", "import os\n", @@ -136,9 +140,7 @@ "html_file = os.path.join(home_dir, \"graph_visualization.html\")\n", "display(html_file)\n", "webbrowser.open(f\"file://{html_file}\")" - ], - "outputs": [], - "execution_count": null + ] }, { "cell_type": "markdown", diff --git a/notebooks/github_graph_visualization.html b/notebooks/github_graph_visualization.html deleted file mode 100644 index 04930ecc28..0000000000 --- a/notebooks/github_graph_visualization.html +++ /dev/null @@ -1,128 +0,0 @@ - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/notebooks/graphrag_vs_rag.ipynb b/notebooks/graphrag_vs_rag.ipynb index 8cfb495299..0350152647 100644 --- a/notebooks/graphrag_vs_rag.ipynb +++ b/notebooks/graphrag_vs_rag.ipynb @@ -1,8 +1,8 @@ { "cells": [ { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "## Cognee GraphRAG\n", "\n", @@ -48,15 +48,19 @@ ] }, { - "metadata": {}, "cell_type": "code", - "source": "!pip install cognee==0.1.24", + "execution_count": null, + "metadata": {}, "outputs": [], - "execution_count": null + "source": [ + "!pip install cognee==0.1.39" + ] }, { - "metadata": {}, "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import os\n", "import cognee\n", @@ -66,13 +70,11 @@ "\n", "if \"OPENAI_API_KEY\" not in os.environ:\n", " os.environ[\"OPENAI_API_KEY\"] = \"\"" - ], - "outputs": [], - "execution_count": null + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "Ensure you’ve set up your API keys and installed necessary dependencies.\n", "\n", @@ -82,19 +84,19 @@ ] }, { - "metadata": {}, "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "documents = [\"Jessica Miller, Experienced Sales Manager with a strong track record in building high-performing teams.\",\n", " \"David Thompson, Creative Graphic Designer with over 8 years of experience in visual design and branding.\"\n", " ]" - ], - "outputs": [], - "execution_count": null + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "### 3. Adding Data to Cognee\n", "\n", @@ -102,15 +104,17 @@ ] }, { - "metadata": {}, "cell_type": "code", - "source": "await cognee.add(documents)", + "execution_count": null, + "metadata": {}, "outputs": [], - "execution_count": null + "source": [ + "await cognee.add(documents)" + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "This step prepares the data for graph-based processing.\n", "\n", @@ -120,15 +124,17 @@ ] }, { - "metadata": {}, "cell_type": "code", - "source": "await cognee.cognify()", + "execution_count": null, + "metadata": {}, "outputs": [], - "execution_count": null + "source": [ + "await cognee.cognify()" + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "The graph now contains nodes and relationships derived from the dataset, creating a powerful structure for exploration.\n", "\n", @@ -138,45 +144,49 @@ ] }, { - "metadata": {}, "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "from cognee.modules.search.types import SearchType\n", - "search_results = await cognee.search(SearchType.GRAPH_COMPLETION, \"Tell me who are the people mentioned?\")\n", + "from cognee.api.v1.search import SearchType\n", + "search_results = await cognee.search(query_type=SearchType.GRAPH_COMPLETION, query_text=\"Tell me who are the people mentioned?\")\n", "\n", "print(\"\\n\\nAnswer based on knowledge graph:\\n\")\n", "for result in search_results:\n", " print(f\"{result}\\n\")" - ], - "outputs": [], - "execution_count": null + ] }, { - "metadata": {}, "cell_type": "markdown", - "source": "### Answer prompt based on RAG approach:" + "metadata": {}, + "source": [ + "### Answer prompt based on RAG approach:" + ] }, { - "metadata": {}, "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "search_results = await cognee.search(SearchType.COMPLETION, \"Tell me who are the people mentioned?\")\n", + "search_results = await cognee.search(query_type=SearchType.RAG_COMPLETION, query_text=\"Tell me who are the people mentioned?\")\n", "\n", "print(\"\\n\\nAnswer based on RAG:\\n\")\n", "for result in search_results:\n", " print(f\"{result}\\n\")" - ], - "outputs": [], - "execution_count": null + ] }, { - "metadata": {}, "cell_type": "markdown", - "source": "In conclusion, the results demonstrate a significant advantage of the knowledge graph-based approach (Graphrag) over the RAG approach. Graphrag successfully identified all the mentioned individuals across multiple documents, showcasing its ability to aggregate and infer information from a global context. In contrast, the RAG approach was limited to identifying individuals within a single document due to its chunking-based processing constraints. This highlights Graphrag's superior capability in comprehensively resolving queries that span across a broader corpus of interconnected data." + "metadata": {}, + "source": [ + "In conclusion, the results demonstrate a significant advantage of the knowledge graph-based approach (Graphrag) over the RAG approach. Graphrag successfully identified all the mentioned individuals across multiple documents, showcasing its ability to aggregate and infer information from a global context. In contrast, the RAG approach was limited to identifying individuals within a single document due to its chunking-based processing constraints. This highlights Graphrag's superior capability in comprehensively resolving queries that span across a broader corpus of interconnected data." + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "### 7. Finding Related Nodes\n", "\n", @@ -184,21 +194,21 @@ ] }, { - "metadata": {}, "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "related_nodes = await cognee.search(SearchType.INSIGHTS, \"person\")\n", + "related_nodes = await cognee.search(query_type=SearchType.INSIGHTS, query_text=\"person\")\n", "\n", "print(\"\\n\\nRelated nodes are:\\n\")\n", "for node in related_nodes:\n", " print(f\"{node}\\n\")" - ], - "outputs": [], - "execution_count": null + ] }, { - "metadata": {}, "cell_type": "markdown", + "metadata": {}, "source": [ "## Why Choose Cognee?\n", "\n", @@ -233,9 +243,9 @@ ], "metadata": { "kernelspec": { - "name": "python3", + "display_name": "Python 3 (ipykernel)", "language": "python", - "display_name": "Python 3 (ipykernel)" + "name": "python3" } }, "nbformat": 4, diff --git a/notebooks/hr_demo.ipynb b/notebooks/hr_demo.ipynb deleted file mode 100644 index 31111d05df..0000000000 --- a/notebooks/hr_demo.ipynb +++ /dev/null @@ -1,978 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d35ac8ce-0f92-46f5-9ba4-a46970f0ce19", - "metadata": {}, - "source": [ - "# Cognee - Get Started" - ] - }, - { - "cell_type": "markdown", - "id": "074f0ea8-c659-4736-be26-be4b0e5ac665", - "metadata": {}, - "source": [ - "# Demo time" - ] - }, - { - "cell_type": "markdown", - "id": "0587d91d", - "metadata": {}, - "source": [ - "#### First let's define some data that we will cognify and perform a search on" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "df16431d0f48b006", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:48.519686Z", - "start_time": "2024-09-20T14:02:48.515589Z" - } - }, - "outputs": [], - "source": [ - "job_position = \"\"\"Senior Data Scientist (Machine Learning)\n", - "\n", - "Company: TechNova Solutions\n", - "Location: San Francisco, CA\n", - "\n", - "Job Description:\n", - "\n", - "TechNova Solutions is seeking a Senior Data Scientist specializing in Machine Learning to join our dynamic analytics team. The ideal candidate will have a strong background in developing and deploying machine learning models, working with large datasets, and translating complex data into actionable insights.\n", - "\n", - "Responsibilities:\n", - "\n", - "Develop and implement advanced machine learning algorithms and models.\n", - "Analyze large, complex datasets to extract meaningful patterns and insights.\n", - "Collaborate with cross-functional teams to integrate predictive models into products.\n", - "Stay updated with the latest advancements in machine learning and data science.\n", - "Mentor junior data scientists and provide technical guidance.\n", - "Qualifications:\n", - "\n", - "Master’s or Ph.D. in Data Science, Computer Science, Statistics, or a related field.\n", - "5+ years of experience in data science and machine learning.\n", - "Proficient in Python, R, and SQL.\n", - "Experience with deep learning frameworks (e.g., TensorFlow, PyTorch).\n", - "Strong problem-solving skills and attention to detail.\n", - "Candidate CVs\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9086abf3af077ab4", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:49.120838Z", - "start_time": "2024-09-20T14:02:49.118294Z" - } - }, - "outputs": [], - "source": [ - "job_1 = \"\"\"\n", - "CV 1: Relevant\n", - "Name: Dr. Emily Carter\n", - "Contact Information:\n", - "\n", - "Email: emily.carter@example.com\n", - "Phone: (555) 123-4567\n", - "Summary:\n", - "\n", - "Senior Data Scientist with over 8 years of experience in machine learning and predictive analytics. Expertise in developing advanced algorithms and deploying scalable models in production environments.\n", - "\n", - "Education:\n", - "\n", - "Ph.D. in Computer Science, Stanford University (2014)\n", - "B.S. in Mathematics, University of California, Berkeley (2010)\n", - "Experience:\n", - "\n", - "Senior Data Scientist, InnovateAI Labs (2016 – Present)\n", - "Led a team in developing machine learning models for natural language processing applications.\n", - "Implemented deep learning algorithms that improved prediction accuracy by 25%.\n", - "Collaborated with cross-functional teams to integrate models into cloud-based platforms.\n", - "Data Scientist, DataWave Analytics (2014 – 2016)\n", - "Developed predictive models for customer segmentation and churn analysis.\n", - "Analyzed large datasets using Hadoop and Spark frameworks.\n", - "Skills:\n", - "\n", - "Programming Languages: Python, R, SQL\n", - "Machine Learning: TensorFlow, Keras, Scikit-Learn\n", - "Big Data Technologies: Hadoop, Spark\n", - "Data Visualization: Tableau, Matplotlib\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a9de0cc07f798b7f", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:49.675003Z", - "start_time": "2024-09-20T14:02:49.671615Z" - } - }, - "outputs": [], - "source": [ - "job_2 = \"\"\"\n", - "CV 2: Relevant\n", - "Name: Michael Rodriguez\n", - "Contact Information:\n", - "\n", - "Email: michael.rodriguez@example.com\n", - "Phone: (555) 234-5678\n", - "Summary:\n", - "\n", - "Data Scientist with a strong background in machine learning and statistical modeling. Skilled in handling large datasets and translating data into actionable business insights.\n", - "\n", - "Education:\n", - "\n", - "M.S. in Data Science, Carnegie Mellon University (2013)\n", - "B.S. in Computer Science, University of Michigan (2011)\n", - "Experience:\n", - "\n", - "Senior Data Scientist, Alpha Analytics (2017 – Present)\n", - "Developed machine learning models to optimize marketing strategies.\n", - "Reduced customer acquisition cost by 15% through predictive modeling.\n", - "Data Scientist, TechInsights (2013 – 2017)\n", - "Analyzed user behavior data to improve product features.\n", - "Implemented A/B testing frameworks to evaluate product changes.\n", - "Skills:\n", - "\n", - "Programming Languages: Python, Java, SQL\n", - "Machine Learning: Scikit-Learn, XGBoost\n", - "Data Visualization: Seaborn, Plotly\n", - "Databases: MySQL, MongoDB\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "185ff1c102d06111", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:50.286828Z", - "start_time": "2024-09-20T14:02:50.284369Z" - } - }, - "outputs": [], - "source": [ - "job_3 = \"\"\"\n", - "CV 3: Relevant\n", - "Name: Sarah Nguyen\n", - "Contact Information:\n", - "\n", - "Email: sarah.nguyen@example.com\n", - "Phone: (555) 345-6789\n", - "Summary:\n", - "\n", - "Data Scientist specializing in machine learning with 6 years of experience. Passionate about leveraging data to drive business solutions and improve product performance.\n", - "\n", - "Education:\n", - "\n", - "M.S. in Statistics, University of Washington (2014)\n", - "B.S. in Applied Mathematics, University of Texas at Austin (2012)\n", - "Experience:\n", - "\n", - "Data Scientist, QuantumTech (2016 – Present)\n", - "Designed and implemented machine learning algorithms for financial forecasting.\n", - "Improved model efficiency by 20% through algorithm optimization.\n", - "Junior Data Scientist, DataCore Solutions (2014 – 2016)\n", - "Assisted in developing predictive models for supply chain optimization.\n", - "Conducted data cleaning and preprocessing on large datasets.\n", - "Skills:\n", - "\n", - "Programming Languages: Python, R\n", - "Machine Learning Frameworks: PyTorch, Scikit-Learn\n", - "Statistical Analysis: SAS, SPSS\n", - "Cloud Platforms: AWS, Azure\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d55ce4c58f8efb67", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:50.950343Z", - "start_time": "2024-09-20T14:02:50.946378Z" - } - }, - "outputs": [], - "source": [ - "job_4 = \"\"\"\n", - "CV 4: Not Relevant\n", - "Name: David Thompson\n", - "Contact Information:\n", - "\n", - "Email: david.thompson@example.com\n", - "Phone: (555) 456-7890\n", - "Summary:\n", - "\n", - "Creative Graphic Designer with over 8 years of experience in visual design and branding. Proficient in Adobe Creative Suite and passionate about creating compelling visuals.\n", - "\n", - "Education:\n", - "\n", - "B.F.A. in Graphic Design, Rhode Island School of Design (2012)\n", - "Experience:\n", - "\n", - "Senior Graphic Designer, CreativeWorks Agency (2015 – Present)\n", - "Led design projects for clients in various industries.\n", - "Created branding materials that increased client engagement by 30%.\n", - "Graphic Designer, Visual Innovations (2012 – 2015)\n", - "Designed marketing collateral, including brochures, logos, and websites.\n", - "Collaborated with the marketing team to develop cohesive brand strategies.\n", - "Skills:\n", - "\n", - "Design Software: Adobe Photoshop, Illustrator, InDesign\n", - "Web Design: HTML, CSS\n", - "Specialties: Branding and Identity, Typography\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ca4ecc32721ad332", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:51.548191Z", - "start_time": "2024-09-20T14:02:51.545520Z" - } - }, - "outputs": [], - "source": [ - "job_5 = \"\"\"\n", - "CV 5: Not Relevant\n", - "Name: Jessica Miller\n", - "Contact Information:\n", - "\n", - "Email: jessica.miller@example.com\n", - "Phone: (555) 567-8901\n", - "Summary:\n", - "\n", - "Experienced Sales Manager with a strong track record in driving sales growth and building high-performing teams. Excellent communication and leadership skills.\n", - "\n", - "Education:\n", - "\n", - "B.A. in Business Administration, University of Southern California (2010)\n", - "Experience:\n", - "\n", - "Sales Manager, Global Enterprises (2015 – Present)\n", - "Managed a sales team of 15 members, achieving a 20% increase in annual revenue.\n", - "Developed sales strategies that expanded customer base by 25%.\n", - "Sales Representative, Market Leaders Inc. (2010 – 2015)\n", - "Consistently exceeded sales targets and received the 'Top Salesperson' award in 2013.\n", - "Skills:\n", - "\n", - "Sales Strategy and Planning\n", - "Team Leadership and Development\n", - "CRM Software: Salesforce, Zoho\n", - "Negotiation and Relationship Building\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "id": "4415446a", - "metadata": {}, - "source": [ - "#### Please add the necessary environment information bellow:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bce39dc6", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# Setting environment variables\n", - "if \"GRAPHISTRY_USERNAME\" not in os.environ:\n", - " os.environ[\"GRAPHISTRY_USERNAME\"] = \"\"\n", - "\n", - "if \"GRAPHISTRY_PASSWORD\" not in os.environ:\n", - " os.environ[\"GRAPHISTRY_PASSWORD\"] = \"\"\n", - "\n", - "if \"LLM_API_KEY\" not in os.environ:\n", - " os.environ[\"LLM_API_KEY\"] = \"\"\n", - "\n", - "# \"neo4j\" or \"networkx\"\n", - "os.environ[\"GRAPH_DATABASE_PROVIDER\"] = \"networkx\"\n", - "# Not needed if using networkx\n", - "# os.environ[\"GRAPH_DATABASE_URL\"]=\"\"\n", - "# os.environ[\"GRAPH_DATABASE_USERNAME\"]=\"\"\n", - "# os.environ[\"GRAPH_DATABASE_PASSWORD\"]=\"\"\n", - "\n", - "# \"pgvector\", \"qdrant\", \"weaviate\" or \"lancedb\"\n", - "os.environ[\"VECTOR_DB_PROVIDER\"] = \"lancedb\"\n", - "# Not needed if using \"lancedb\" or \"pgvector\"\n", - "# os.environ[\"VECTOR_DB_URL\"]=\"\"\n", - "# os.environ[\"VECTOR_DB_KEY\"]=\"\"\n", - "\n", - "# Relational Database provider \"sqlite\" or \"postgres\"\n", - "os.environ[\"DB_PROVIDER\"] = \"sqlite\"\n", - "\n", - "# Database name\n", - "os.environ[\"DB_NAME\"] = \"cognee_db\"\n", - "\n", - "# Postgres specific parameters (Only if Postgres or PGVector is used)\n", - "# os.environ[\"DB_HOST\"]=\"127.0.0.1\"\n", - "# os.environ[\"DB_PORT\"]=\"5432\"\n", - "# os.environ[\"DB_USERNAME\"]=\"cognee\"\n", - "# os.environ[\"DB_PASSWORD\"]=\"cognee\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9f1a1dbd", - "metadata": {}, - "outputs": [], - "source": [ - "# Reset the cognee system with the following command:\n", - "\n", - "import cognee\n", - "\n", - "await cognee.prune.prune_data()\n", - "await cognee.prune.prune_system(metadata=True)" - ] - }, - { - "cell_type": "markdown", - "id": "383d6971", - "metadata": {}, - "source": [ - "#### After we have defined and gathered our data let's add it to cognee " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "904df61ba484a8e5", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:54.243987Z", - "start_time": "2024-09-20T14:02:52.498195Z" - } - }, - "outputs": [], - "source": [ - "import cognee\n", - "\n", - "await cognee.add([job_1, job_2, job_3, job_4, job_5, job_position], \"example\")" - ] - }, - { - "cell_type": "markdown", - "id": "0f15c5b1", - "metadata": {}, - "source": [ - "#### All good, let's cognify it." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7c431fdef4921ae0", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:57.925667Z", - "start_time": "2024-09-20T14:02:57.922353Z" - } - }, - "outputs": [], - "source": [ - "from cognee.shared.data_models import KnowledgeGraph\n", - "from cognee.modules.data.models import Dataset, Data\n", - "from cognee.modules.data.methods.get_dataset_data import get_dataset_data\n", - "from cognee.modules.cognify.config import get_cognify_config\n", - "from cognee.modules.pipelines.tasks.Task import Task\n", - "from cognee.modules.pipelines import run_tasks\n", - "from cognee.modules.users.models import User\n", - "from cognee.tasks.documents import (\n", - " check_permissions_on_documents,\n", - " classify_documents,\n", - " extract_chunks_from_documents,\n", - ")\n", - "from cognee.tasks.graph import extract_graph_from_data\n", - "from cognee.tasks.storage import add_data_points\n", - "from cognee.tasks.summarization import summarize_text\n", - "\n", - "\n", - "async def run_cognify_pipeline(dataset: Dataset, user: User = None):\n", - " data_documents: list[Data] = await get_dataset_data(dataset_id=dataset.id)\n", - "\n", - " try:\n", - " cognee_config = get_cognify_config()\n", - "\n", - " tasks = [\n", - " Task(classify_documents),\n", - " Task(check_permissions_on_documents, user=user, permissions=[\"write\"]),\n", - " Task(extract_chunks_from_documents), # Extract text chunks based on the document type.\n", - " Task(\n", - " extract_graph_from_data, graph_model=KnowledgeGraph,\n", - " task_config={\"batch_size\": 10}\n", - " ), # Generate knowledge graphs from the document chunks.\n", - " Task(\n", - " summarize_text,\n", - " summarization_model=cognee_config.summarization_model,\n", - " task_config={\"batch_size\": 10},\n", - " ),\n", - " Task(add_data_points, task_config={\"batch_size\": 10}),\n", - " ]\n", - "\n", - " pipeline = run_tasks(tasks, data_documents)\n", - "\n", - " async for result in pipeline:\n", - " print(result)\n", - " except Exception as error:\n", - " raise error" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f0a91b99c6215e09", - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-20T14:02:58.905774Z", - "start_time": "2024-09-20T14:02:58.625915Z" - } - }, - "outputs": [], - "source": [ - "from cognee.modules.users.methods import get_default_user\n", - "from cognee.modules.data.methods import get_datasets_by_name\n", - "\n", - "user = await get_default_user()\n", - "\n", - "datasets = await get_datasets_by_name([\"example\"], user.id)\n", - "\n", - "await run_cognify_pipeline(datasets[0], user)" - ] - }, - { - "cell_type": "markdown", - "id": "219a6d41", - "metadata": {}, - "source": [ - "#### We get the url to the graph on graphistry in the notebook cell bellow, showing nodes and connections made by the cognify process." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "080389e5", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "from cognee.shared.utils import render_graph\n", - "from cognee.infrastructure.databases.graph import get_graph_engine\n", - "import graphistry\n", - "\n", - "graphistry.login(\n", - " username=os.getenv(\"GRAPHISTRY_USERNAME\"), password=os.getenv(\"GRAPHISTRY_PASSWORD\")\n", - ")\n", - "\n", - "graph_engine = await get_graph_engine()\n", - "\n", - "graph_url = await render_graph(graph_engine.graph)\n", - "print(graph_url)" - ] - }, - { - "cell_type": "markdown", - "id": "59e6c3c3", - "metadata": {}, - "source": [ - "#### We can also do a search on the data to explore the knowledge." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e5e7dfc8", - "metadata": {}, - "outputs": [], - "source": [ - "async def search(\n", - " vector_engine,\n", - " collection_name: str,\n", - " query_text: str = None,\n", - "):\n", - " query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0]\n", - "\n", - " connection = await vector_engine.get_connection()\n", - " collection = await connection.open_table(collection_name)\n", - "\n", - " results = await collection.vector_search(query_vector).limit(10).to_pandas()\n", - "\n", - " result_values = list(results.to_dict(\"index\").values())\n", - "\n", - " return [\n", - " dict(\n", - " id=str(result[\"id\"]),\n", - " payload=result[\"payload\"],\n", - " score=result[\"_distance\"],\n", - " )\n", - " for result in result_values\n", - " ]\n", - "\n", - "\n", - "from cognee.infrastructure.databases.vector import get_vector_engine\n", - "\n", - "vector_engine = get_vector_engine()\n", - "results = await search(vector_engine, \"Entity_name\", \"sarah.nguyen@example.com\")\n", - "for result in results:\n", - " print(result)" - ] - }, - { - "cell_type": "markdown", - "id": "81fa2b00", - "metadata": {}, - "source": [ - "#### We normalize search output scores so the lower the score of the search result is the higher the chance that it's what you're looking for. In the example above we have searched for node entities in the knowledge graph related to \"sarah.nguyen@example.com\"" - ] - }, - { - "cell_type": "markdown", - "id": "1b94ff96", - "metadata": {}, - "source": [ - "#### In the example bellow we'll use cognee search to summarize information regarding the node most related to \"sarah.nguyen@example.com\" in the knowledge graph" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "21a3e9a6", - "metadata": {}, - "outputs": [], - "source": [ - "from cognee.api.v1.search import SearchType\n", - "\n", - "node = (await vector_engine.search(\"Entity_name\", \"sarah.nguyen@example.com\"))[0]\n", - "node_name = node.payload[\"text\"]\n", - "\n", - "search_results = await cognee.search(query_type=SearchType.SUMMARIES, query_text=node_name)\n", - "print(\"\\n\\Extracted summaries are:\\n\")\n", - "for result in search_results:\n", - " print(f\"{result}\\n\")" - ] - }, - { - "cell_type": "markdown", - "id": "fd6e5fe2", - "metadata": {}, - "source": [ - "#### In this example we'll use cognee search to find chunks in which the node most related to \"sarah.nguyen@example.com\" is a part of" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c7a8abff", - "metadata": {}, - "outputs": [], - "source": [ - "search_results = await cognee.search(query_type=SearchType.CHUNKS, query_text=node_name)\n", - "print(\"\\n\\nExtracted chunks are:\\n\")\n", - "for result in search_results:\n", - " print(f\"{result}\\n\")" - ] - }, - { - "cell_type": "markdown", - "id": "47f0112f", - "metadata": {}, - "source": [ - "#### In this example we'll use cognee search to give us insights from the knowledge graph related to the node most related to \"sarah.nguyen@example.com\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "706a3954", - "metadata": {}, - "outputs": [], - "source": [ - "search_results = await cognee.search(query_type=SearchType.INSIGHTS, query_text=node_name)\n", - "print(\"\\n\\nExtracted sentences are:\\n\")\n", - "for result in search_results:\n", - " print(f\"{result}\\n\")" - ] - }, - { - "cell_type": "markdown", - "id": "e519e30c0423c2a", - "metadata": {}, - "source": [ - "## Let's add evals" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3845443e", - "metadata": {}, - "outputs": [], - "source": [ - "!pip install \"cognee[deepeval]\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7a2c3c70", - "metadata": {}, - "outputs": [], - "source": [ - "from evals.eval_on_hotpot import deepeval_answers, answer_qa_instance\n", - "from evals.qa_dataset_utils import load_qa_dataset\n", - "from evals.qa_metrics_utils import get_metrics\n", - "from evals.qa_context_provider_utils import qa_context_providers\n", - "from pathlib import Path\n", - "from tqdm import tqdm\n", - "import statistics\n", - "import random" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "53a609d8", - "metadata": {}, - "outputs": [], - "source": [ - "num_samples = 10 # With cognee, it takes ~1m10s per sample\n", - "dataset_name_or_filename = \"hotpotqa\"\n", - "dataset = load_qa_dataset(dataset_name_or_filename)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7351ab8f", - "metadata": {}, - "outputs": [], - "source": [ - "context_provider_name = \"cognee\"\n", - "context_provider = qa_context_providers[context_provider_name]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9346115b", - "metadata": {}, - "outputs": [], - "source": [ - "random.seed(42)\n", - "instances = dataset if not num_samples else random.sample(dataset, num_samples)\n", - "\n", - "out_path = \"out\"\n", - "if not Path(out_path).exists():\n", - " Path(out_path).mkdir()\n", - "contexts_filename = out_path / Path(\n", - " f\"contexts_{dataset_name_or_filename.split('.')[0]}_{context_provider_name}.json\"\n", - ")\n", - "\n", - "answers = []\n", - "for instance in tqdm(instances, desc=\"Getting answers\"):\n", - " answer = await answer_qa_instance(instance, context_provider, contexts_filename)\n", - " answers.append(answer)" - ] - }, - { - "cell_type": "markdown", - "id": "1e7d872d", - "metadata": {}, - "source": [ - "#### Define Metrics for Evaluation and Calculate Score\n", - "**Options**: \n", - "- **Correctness**: Is the actual output factually correct based on the expected output?\n", - "- **Comprehensiveness**: How much detail does the answer provide to cover all aspects and details of the question?\n", - "- **Diversity**: How varied and rich is the answer in providing different perspectives and insights on the question?\n", - "- **Empowerment**: How well does the answer help the reader understand and make informed judgements about the topic?\n", - "- **Directness**: How specifically and clearly does the answer address the question?\n", - "- **F1 Score**: the harmonic mean of the precision and recall, using word-level Exact Match\n", - "- **EM Score**: the rate at which the predicted strings exactly match their references, ignoring white spaces and capitalization." - ] - }, - { - "cell_type": "markdown", - "id": "c81e2b46", - "metadata": {}, - "source": [ - "##### Calculate `\"Correctness\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ae728344", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"Correctness\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "764aac6d", - "metadata": {}, - "outputs": [], - "source": [ - "Correctness = statistics.mean(\n", - " [result.metrics_data[0].score for result in eval_results.test_results]\n", - ")\n", - "print(Correctness)" - ] - }, - { - "cell_type": "markdown", - "id": "6d3bbdc5", - "metadata": {}, - "source": [ - "##### Calculating `\"Comprehensiveness\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9793ef78", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"Comprehensiveness\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9add448a", - "metadata": {}, - "outputs": [], - "source": [ - "Comprehensiveness = statistics.mean(\n", - " [result.metrics_data[0].score for result in eval_results.test_results]\n", - ")\n", - "print(Comprehensiveness)" - ] - }, - { - "cell_type": "markdown", - "id": "bce2fa25", - "metadata": {}, - "source": [ - "##### Calculating `\"Diversity\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f60a179e", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"Diversity\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7ccbd0ab", - "metadata": {}, - "outputs": [], - "source": [ - "Diversity = statistics.mean([result.metrics_data[0].score for result in eval_results.test_results])\n", - "print(Diversity)" - ] - }, - { - "cell_type": "markdown", - "id": "191cab63", - "metadata": {}, - "source": [ - "##### Calculating`\"Empowerment\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "66bec0bf", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"Empowerment\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1b043a8f", - "metadata": {}, - "outputs": [], - "source": [ - "Empowerment = statistics.mean(\n", - " [result.metrics_data[0].score for result in eval_results.test_results]\n", - ")\n", - "print(Empowerment)" - ] - }, - { - "cell_type": "markdown", - "id": "2cac3be9", - "metadata": {}, - "source": [ - "##### Calculating `\"Directness\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "adaa17c0", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"Directness\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3a8f97c9", - "metadata": {}, - "outputs": [], - "source": [ - "Directness = statistics.mean([result.metrics_data[0].score for result in eval_results.test_results])\n", - "print(Directness)" - ] - }, - { - "cell_type": "markdown", - "id": "1ad6feb8", - "metadata": {}, - "source": [ - "##### Calculating `\"F1\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bdc48259", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"F1\"]\n", - "eval_metrics = get_metrics(metric_name_list)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c43c17c8", - "metadata": {}, - "outputs": [], - "source": [ - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8bfcc46d", - "metadata": {}, - "outputs": [], - "source": [ - "F1_score = statistics.mean([result.metrics_data[0].score for result in eval_results.test_results])\n", - "print(F1_score)" - ] - }, - { - "cell_type": "markdown", - "id": "2583f948", - "metadata": {}, - "source": [ - "##### Calculating `\"EM\"`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "90a8f630", - "metadata": {}, - "outputs": [], - "source": [ - "metric_name_list = [\"EM\"]\n", - "eval_metrics = get_metrics(metric_name_list)\n", - "eval_results = await deepeval_answers(instances, answers, eval_metrics[\"deepeval_metrics\"])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8d1b1ea1", - "metadata": {}, - "outputs": [], - "source": [ - "EM = statistics.mean([result.metrics_data[0].score for result in eval_results.test_results])\n", - "print(EM)" - ] - }, - { - "cell_type": "markdown", - "id": "288ab570", - "metadata": {}, - "source": [ - "# Give us a star if you like it!\n", - "https://github.com/topoteretes/cognee" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "cognee-c83GrcRT-py3.11", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/llama_index_cognee_integration.ipynb b/notebooks/llama_index_cognee_integration.ipynb index 287c438e71..be6c4ea135 100644 --- a/notebooks/llama_index_cognee_integration.ipynb +++ b/notebooks/llama_index_cognee_integration.ipynb @@ -3,7 +3,9 @@ { "cell_type": "markdown", "metadata": {}, - "source": "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EpokQ8Y_5jIJ7HdixZms81Oqgh2sp7-E?usp=sharing)" + "source": [ + "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EpokQ8Y_5jIJ7HdixZms81Oqgh2sp7-E?usp=sharing)" + ] }, { "cell_type": "markdown", @@ -57,7 +59,9 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": "!pip install llama-index-graph-rag-cognee==0.1.3" + "source": [ + "!pip install llama-index-graph-rag-cognee==0.1.3" + ] }, { "cell_type": "code", @@ -192,7 +196,9 @@ { "cell_type": "markdown", "metadata": {}, - "source": "### Answer prompt based on RAG approach:" + "source": [ + "### Answer prompt based on RAG approach:" + ] }, { "cell_type": "code", @@ -210,7 +216,9 @@ { "cell_type": "markdown", "metadata": {}, - "source": "In conclusion, the results demonstrate a significant advantage of the knowledge graph-based approach (Graphrag) over the RAG approach. Graphrag successfully identified all the mentioned individuals across multiple documents, showcasing its ability to aggregate and infer information from a global context. In contrast, the RAG approach was limited to identifying individuals within a single document due to its chunking-based processing constraints. This highlights Graphrag's superior capability in comprehensively resolving queries that span across a broader corpus of interconnected data." + "source": [ + "In conclusion, the results demonstrate a significant advantage of the knowledge graph-based approach (Graphrag) over the RAG approach. Graphrag successfully identified all the mentioned individuals across multiple documents, showcasing its ability to aggregate and infer information from a global context. In contrast, the RAG approach was limited to identifying individuals within a single document due to its chunking-based processing constraints. This highlights Graphrag's superior capability in comprehensively resolving queries that span across a broader corpus of interconnected data." + ] }, { "cell_type": "markdown", @@ -271,7 +279,8 @@ ], "metadata": { "language_info": { - "name": "python" + "name": "python", + "version": "3.12.9" } }, "nbformat": 4, diff --git a/notebooks/node_scores.ipynb b/notebooks/node_scores.ipynb new file mode 100644 index 0000000000..b458405ce0 --- /dev/null +++ b/notebooks/node_scores.ipynb @@ -0,0 +1,634 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "fb1fc4002c4652fc", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:11:34.191932Z", + "start_time": "2025-04-22T20:11:28.743188Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "\u001b[2m2025-04-30T14:54:11.306050\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mDeleted old log file: /Users/handekafkas/Documents/local-code/new-cognee/cognee/logs/2025-04-30_13-33-09.log\u001b[0m [\u001b[0m\u001b[1m\u001b[34mcognee.shared.logging_utils\u001b[0m]\u001b[0m\n", + "\n", + "\u001b[1mHTTP Request: GET https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json \"HTTP/1.1 200 OK\"\u001b[0m\n", + "/Users/handekafkas/Library/Caches/pypoetry/virtualenvs/cognee-jGxqfqQ0-py3.11/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n", + "\n", + "\u001b[2m2025-04-30T14:54:14.614192\u001b[0m [\u001b[33m\u001b[1mwarning \u001b[0m] \u001b[1mOntology file 'None' not found. Using fallback ontology at http://example.org/empty_ontology\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:14.614870\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mLookup built: 0 classes, 0 individuals\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m" + ] + } + ], + "source": [ + "import asyncio\n", + "import cognee" + ] + }, + { + "cell_type": "markdown", + "id": "6c18de8dad96c3f8", + "metadata": {}, + "source": [ + "# Basic setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "initial_id", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:11:04.996737Z", + "start_time": "2025-04-22T20:11:04.992873Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "# cognee knowledge graph will be created based on this text\n", + "text = \"\"\"\n", + "Natural language processing (NLP) is an interdisciplinary\n", + "subfield of computer science and information retrieval.\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a2989b7d8237bd7d", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:13:18.624544Z", + "start_time": "2025-04-22T20:13:15.107863Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "\u001b[2m2025-04-30T14:54:14.746929\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mModel not found in LiteLLM's model_cost.\u001b[0m [\u001b[0m\u001b[1m\u001b[34mcognee.shared.logging_utils\u001b[0m]\u001b[0m\n", + "\u001b[1mLangfuse client is disabled since no public_key was provided as a parameter or environment variable 'LANGFUSE_PUBLIC_KEY'. See our docs: https://langfuse.com/docs/sdk/python/low-level-sdk#initialize-client\u001b[0m" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Adding text to cognee:\n", + "Natural language processing (NLP) is an interdisciplinary\n", + "subfield of computer science and information retrieval.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1m\n", + "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[1mEmbeddingRateLimiter initialized: enabled=False, requests_limit=60, interval_seconds=60\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.103704\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mPipeline run started: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks(tasks: [Task], data)\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.104162\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `resolve_data_directories`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.104884\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `ingest_data`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m/Users/handekafkas/Library/Caches/pypoetry/virtualenvs/cognee-jGxqfqQ0-py3.11/lib/python3.11/site-packages/dlt/destinations/impl/sqlalchemy/merge_job.py:201: SAWarning: Table 'file_metadata' already exists within the given MetaData - not copying.\n", + " staging_table_obj = table_obj.to_metadata(\n", + "/Users/handekafkas/Library/Caches/pypoetry/virtualenvs/cognee-jGxqfqQ0-py3.11/lib/python3.11/site-packages/dlt/destinations/impl/sqlalchemy/merge_job.py:236: SAWarning: implicitly coercing SELECT object to scalar subquery; please use the .scalar_subquery() method to produce a scalar subquery.\n", + " order_by=order_dir_func(order_by_col),\n", + "\n", + "\u001b[2m2025-04-30T14:54:16.390194\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `ingest_data`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.390525\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `resolve_data_directories`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.390816\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mPipeline run completed: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks(tasks: [Task], data)\u001b[0m]\u001b[0m" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text added successfully.\n", + "\n" + ] + } + ], + "source": [ + "print(\"Adding text to cognee:\")\n", + "print(text.strip())\n", + "# Add the text, and make it available for cognify\n", + "await cognee.add(text)\n", + "print(\"Text added successfully.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3034ec43e0339d72", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:13:46.162905Z", + "start_time": "2025-04-22T20:13:27.466606Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "\u001b[2m2025-04-30T14:54:16.395097\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mModel not found in LiteLLM's model_cost.\u001b[0m [\u001b[0m\u001b[1m\u001b[34mcognee.shared.logging_utils\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.395691\u001b[0m [\u001b[33m\u001b[1mwarning \u001b[0m] \u001b[1mOntology file 'None' not found. Using fallback ontology at http://example.org/empty_ontology\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.396729\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mLookup built: 0 classes, 0 individuals\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.406077\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mPipeline run started: `5a8d7dd2-fd20-53c3-a8f7-45edf0f84677`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks(tasks: [Task], data)\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.406441\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `classify_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.406742\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `check_permissions_on_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.413513\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mAsync Generator task started: `extract_chunks_from_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.417771\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `extract_graph_from_data`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:16.418491\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mModel not found in LiteLLM's model_cost.\u001b[0m [\u001b[0m\u001b[1m\u001b[34mcognee.shared.logging_utils\u001b[0m]\u001b[0m\n", + "\u001b[1m\n", + "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:21.815475\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mNo close match found for 'concept' in category 'classes'\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:21.816140\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mNo close match found for 'natural language processing' in category 'individuals'\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:21.816543\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mNo close match found for 'field' in category 'classes'\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:21.816923\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mNo close match found for 'computer science' in category 'individuals'\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:21.817289\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mNo close match found for 'information retrieval' in category 'individuals'\u001b[0m [\u001b[0m\u001b[1m\u001b[34mOntologyAdapter\u001b[0m]\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:26.192667\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `summarize_text`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:26.193519\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mModel not found in LiteLLM's model_cost.\u001b[0m [\u001b[0m\u001b[1m\u001b[34mcognee.shared.logging_utils\u001b[0m]\u001b[0m\n", + "\u001b[1m\n", + "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/gpt-4o-mini-2024-07-18\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:27.293265\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task started: `add_data_points`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.517782\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `add_data_points`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.518304\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `summarize_text`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.518642\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `extract_graph_from_data`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.518943\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mAsync Generator task completed: `extract_chunks_from_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.519272\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `check_permissions_on_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.519661\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mCoroutine task completed: `classify_documents`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks_base\u001b[0m]\u001b[0m\n", + "\u001b[2m2025-04-30T14:54:30.519997\u001b[0m [\u001b[32m\u001b[1minfo \u001b[0m] \u001b[1mPipeline run completed: `5a8d7dd2-fd20-53c3-a8f7-45edf0f84677`\u001b[0m [\u001b[0m\u001b[1m\u001b[34mrun_tasks(tasks: [Task], data)\u001b[0m]\u001b[0m" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cognify process complete.\n", + "\n" + ] + } + ], + "source": [ + "# Use LLMs and cognee to create knowledge graph\n", + "await cognee.cognify()\n", + "print(\"Cognify process complete.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3144acc7a837e75a", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:15:01.401236Z", + "start_time": "2025-04-22T20:15:01.397148Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searching cognee for insights with query: 'Tell me about NLP'\n" + ] + } + ], + "source": [ + "query_text = \"Tell me about NLP\"\n", + "print(f\"Searching cognee for insights with query: '{query_text}'\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3c3eba3dc338dda2", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:15:25.805Z", + "start_time": "2025-04-22T20:15:24.475476Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m\n", + "\u001b[1mselected model name for cost calculation: openai/text-embedding-3-large\u001b[0m" + ] + } + ], + "source": [ + "from cognee.api.v1.search import SearchType\n", + "\n", + "# Query cognee for insights on the added text\n", + "search_results = await cognee.search(query_type=SearchType.INSIGHTS, query_text=query_text)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3dd224c6791db5e0", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:15:48.466032Z", + "start_time": "2025-04-22T20:15:48.460739Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "({'created_at': 1746017656416, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 16, 416000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['text']}, 'type': 'DocumentChunk', 'belongs_to_set': None, 'text': '\\nNatural language processing (NLP) is an interdisciplinary\\nsubfield of computer science and information retrieval.\\n', 'chunk_size': 36, 'chunk_index': 0, 'cut_type': 'paragraph_end', 'id': UUID('af7dc18b-4818-5bae-acc7-f886c2932baf')}, {'source_node_id': UUID('af7dc18b-4818-5bae-acc7-f886c2932baf'), 'target_node_id': UUID('bc338a39-64d6-549a-acec-da60846dd90d'), 'relationship_name': 'contains', 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 29, 658259, tzinfo=datetime.timezone.utc)}, {'created_at': 1746017661816, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 816000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'natural language processing', 'description': 'An interdisciplinary subfield of computer science and information retrieval.', 'id': UUID('bc338a39-64d6-549a-acec-da60846dd90d')})\n", + "({'created_at': 1746017661816, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 816000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'natural language processing', 'description': 'An interdisciplinary subfield of computer science and information retrieval.', 'id': UUID('bc338a39-64d6-549a-acec-da60846dd90d')}, {'source_node_id': UUID('bc338a39-64d6-549a-acec-da60846dd90d'), 'target_node_id': UUID('dd9713b7-dc20-5101-aad0-1c4216811147'), 'relationship_name': 'is_a', 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 29, 658261, tzinfo=datetime.timezone.utc)}, {'created_at': 1746017661816, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 816000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'EntityType', 'belongs_to_set': None, 'name': 'concept', 'description': 'concept', 'id': UUID('dd9713b7-dc20-5101-aad0-1c4216811147')})\n", + "({'created_at': 1746017661816, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 816000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'natural language processing', 'description': 'An interdisciplinary subfield of computer science and information retrieval.', 'id': UUID('bc338a39-64d6-549a-acec-da60846dd90d')}, {'relationship_name': 'is_a_subfield_of', 'source_node_id': UUID('bc338a39-64d6-549a-acec-da60846dd90d'), 'target_node_id': UUID('6218dbab-eb6a-5759-a864-b3419755ffe0'), 'ontology_valid': False, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 26, 171965, tzinfo=datetime.timezone.utc)}, {'created_at': 1746017661817, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 817000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'computer science', 'description': 'The study of computers and computational systems.', 'id': UUID('6218dbab-eb6a-5759-a864-b3419755ffe0')})\n", + "({'created_at': 1746017661816, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 816000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'natural language processing', 'description': 'An interdisciplinary subfield of computer science and information retrieval.', 'id': UUID('bc338a39-64d6-549a-acec-da60846dd90d')}, {'relationship_name': 'is_a_subfield_of', 'source_node_id': UUID('bc338a39-64d6-549a-acec-da60846dd90d'), 'target_node_id': UUID('02bdab9a-0981-518c-a0d4-1684e0329447'), 'ontology_valid': False, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 26, 171974, tzinfo=datetime.timezone.utc)}, {'created_at': 1746017661817, 'updated_at': datetime.datetime(2025, 4, 30, 12, 54, 21, 817000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'Entity', 'belongs_to_set': None, 'name': 'information retrieval', 'description': 'The activity of obtaining information system resources that are relevant to an information need from a collection of those resources.', 'id': UUID('02bdab9a-0981-518c-a0d4-1684e0329447')})\n" + ] + } + ], + "source": [ + "# Display results\n", + "for result_text in search_results:\n", + " print(result_text)" + ] + }, + { + "cell_type": "markdown", + "id": "129615f70ac937ef", + "metadata": {}, + "source": [ + "## Assigning scores to nodes in the graph\n", + "In this section, we show how to assign scores to nodes in the graph. We will use the page rank\n", + "algorithm for this purpose." + ] + }, + { + "cell_type": "markdown", + "id": "2d5cb30252b5993a", + "metadata": {}, + "source": [ + "First, we get the graph (knowledge_graph) from the cognee engine." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8d81b01a72d42529", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:28:17.193207Z", + "start_time": "2025-04-22T20:28:17.186961Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph engine loaded successfully.\n", + "\n", + "Graph object:\n", + "930 nodes\n", + "914 edges\n" + ] + } + ], + "source": [ + "from cognee.infrastructure.databases.graph import get_graph_engine\n", + "graph_engine = await get_graph_engine()\n", + "knowledge_graph = graph_engine.graph\n", + "print(\"Graph engine loaded successfully.\\n\")\n", + "print(\"Graph object:\")\n", + "print(knowledge_graph.number_of_nodes(), 'nodes')\n", + "print(knowledge_graph.number_of_edges(), 'edges')" + ] + }, + { + "cell_type": "markdown", + "id": "253c3e7a55a627ae", + "metadata": {}, + "source": [ + "Then, we inspect the nodes and its data in the graph." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5c48132d2d16b777", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:20:19.362858Z", + "start_time": "2025-04-22T20:20:19.356823Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- (UUID('a244724f-3087-55d1-83f6-03abab613487'), {'created_at': 1745938597192, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 192000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_loads', 'description': 'Table: _dlt_loads', 'id': UUID('a244724f-3087-55d1-83f6-03abab613487')})\n", + "--- (UUID('ec94ecca-6f04-5127-9d0a-f622b0893251'), {'created_at': 1745938597193, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 193000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['properties']}, 'type': 'TableRow', 'belongs_to_set': None, 'name': '_dlt_loads:1745938590.355844', 'is_a': {'id': 'a244724f-3087-55d1-83f6-03abab613487', 'created_at': 1745938597192, 'updated_at': 1745938597192, 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_loads', 'description': 'Table: _dlt_loads'}, 'description': 'Row in _dlt_loads with load_id=1745938590.355844', 'properties': \"{'load_id': '1745938590.355844', 'schema_name': 'pokemon', 'status': 0, 'inserted_at': '2025-04-29 14:56:37.006893', 'schema_version_hash': 'eANwGJAu1ljP89lshmMNHuh3R0zXPDW7nENqxuFMaPM='}\", 'id': UUID('ec94ecca-6f04-5127-9d0a-f622b0893251')})\n", + "--- (UUID('a9c0572e-3dec-5729-8453-f627bd010b98'), {'created_at': 1745938597193, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 193000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_pipeline_state', 'description': 'Table: _dlt_pipeline_state', 'id': UUID('a9c0572e-3dec-5729-8453-f627bd010b98')})\n", + "--- (UUID('84c8e4a0-8551-5d3c-a724-6738f342a0d5'), {'created_at': 1745938597193, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 193000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['properties']}, 'type': 'TableRow', 'belongs_to_set': None, 'name': '_dlt_pipeline_state:2', 'is_a': {'id': 'a9c0572e-3dec-5729-8453-f627bd010b98', 'created_at': 1745938597193, 'updated_at': 1745938597193, 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_pipeline_state', 'description': 'Table: _dlt_pipeline_state'}, 'description': 'Row in _dlt_pipeline_state with version=2', 'properties': \"{'version': 2, 'engine_version': 4, 'pipeline_name': 'pokemon_pipeline', 'state': 'eNpVT0tvgkAQ/i97lWhi2oMkHuBg09KLx8aYzQSmZXF2ecxQH4T/3t1UDF6/9zcozQKC+hc7NrVT8TqaIHQ/xs2Yl0gV+A09iea8RAvagUUVq6Y+ofWKSDWmQQqmZ0ZPuJcUIMAok8KCCcZZIKv48Ig8hk4W40D8Bi3XJpgKkuUM5iW3BBQirurZ8N/ieiJ/6/5El8ClTzmfk9dTsq++qg/apZRleZtWablapF2+aDeX99vOJvLG2WeyDRPrvsvDuuGxLh7GcfwDW+J0aw==', 'created_at': '2025-04-29 14:56:35.591214', 'version_hash': 'wwA5kAQjYjJlFBlKKcqBjBh/+Brc+q9xIzFmAtGsKLA=', '_dlt_load_id': '1745938590.355844', '_dlt_id': '6HlttmUVNm2e7A'}\", 'id': UUID('84c8e4a0-8551-5d3c-a724-6738f342a0d5')})\n", + "--- (UUID('a44c5a8b-ed77-5f32-863f-7994fa541427'), {'created_at': 1745938597193, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 193000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_version', 'description': 'Table: _dlt_version', 'id': UUID('a44c5a8b-ed77-5f32-863f-7994fa541427')})\n", + "--- (UUID('30f578f0-cce2-5d8a-bab0-c93752f4cf9a'), {'created_at': 1745938597193, 'updated_at': datetime.datetime(2025, 4, 29, 14, 56, 37, 193000, tzinfo=datetime.timezone.utc), 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['properties']}, 'type': 'TableRow', 'belongs_to_set': None, 'name': '_dlt_version:2', 'is_a': {'id': 'a44c5a8b-ed77-5f32-863f-7994fa541427', 'created_at': 1745938597193, 'updated_at': 1745938597193, 'ontology_valid': False, 'version': 1, 'topological_rank': 0, 'metadata': {'index_fields': ['name']}, 'type': 'TableType', 'belongs_to_set': None, 'name': '_dlt_version', 'description': 'Table: _dlt_version'}, 'description': 'Row in _dlt_version with version=2', 'properties': '{\\'version\\': 2, \\'engine_version\\': 11, \\'inserted_at\\': \\'2025-04-29 14:56:36.360501\\', \\'schema_name\\': \\'pokemon\\', \\'version_hash\\': \\'eANwGJAu1ljP89lshmMNHuh3R0zXPDW7nENqxuFMaPM=\\', \\'schema\\': \\'{\"version\":2,\"version_hash\":\"eANwGJAu1ljP89lshmMNHuh3R0zXPDW7nENqxuFMaPM=\",\"engine_version\":11,\"name\":\"pokemon\",\"tables\":{\"_dlt_version\":{\"name\":\"_dlt_version\",\"columns\":{\"version\":{\"name\":\"version\",\"data_type\":\"bigint\",\"nullable\":false},\"engine_version\":{\"name\":\"engine_version\",\"data_type\":\"bigint\",\"nullable\":false},\"inserted_at\":{\"name\":\"inserted_at\",\"data_type\":\"timestamp\",\"nullable\":false},\"schema_name\":{\"name\":\"schema_name\",\"data_type\":\"text\",\"nullable\":false},\"version_hash\":{\"name\":\"version_hash\",\"data_type\":\"text\",\"nullable\":false},\"schema\":{\"name\":\"schema\",\"data_type\":\"text\",\"nullable\":false}},\"write_disposition\":\"skip\",\"resource\":\"_dlt_version\",\"description\":\"Created by DLT. Tracks schema updates\"},\"_dlt_loads\":{\"name\":\"_dlt_loads\",\"columns\":{\"load_id\":{\"name\":\"load_id\",\"data_type\":\"text\",\"nullable\":false},\"schema_name\":{\"name\":\"schema_name\",\"data_type\":\"text\",\"nullable\":true},\"status\":{\"name\":\"status\",\"data_type\":\"bigint\",\"nullable\":false},\"inserted_at\":{\"name\":\"inserted_at\",\"data_type\":\"timestamp\",\"nullable\":false},\"schema_version_hash\":{\"name\":\"schema_version_hash\",\"data_type\":\"text\",\"nullable\":true}},\"write_disposition\":\"skip\",\"resource\":\"_dlt_loads\",\"description\":\"Created by DLT. 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'sprites__versions__generationjelegahite__animated__front_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/animated/female/3.gif', 'sprites__versions__generationnmlgbqanimated__front_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/animated/shiny/female/3.gif', 'sprites__versions__generation_v__black_white__back_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/back/female/3.png', 'sprites__versions__generation_v__black_white__back_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/back/shiny/female/3.png', 'sprites__versions__generation_v__black_white__front_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/female/3.png', 'sprites__versions__generationi6tmfgck_white__front_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-v/black-white/shiny/female/3.png', 'sprites__versions__generation4ydklg_alphasapphire__front_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vi/omegaruby-alphasapphire/female/3.png', 'sprites__versions__generationxv3wvqsapphire__front_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vi/omegaruby-alphasapphire/shiny/female/3.png', 'sprites__versions__generation_vi__x_y__front_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vi/x-y/female/3.png', 'sprites__versions__generation_vi__x_y__front_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vi/x-y/shiny/female/3.png', 'sprites__versions__generation61zspgsun_ultra_moon__front_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vii/ultra-sun-ultra-moon/female/3.png', 'sprites__versions__generation6ymmxatra_moon__front_shiny_female': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vii/ultra-sun-ultra-moon/shiny/female/3.png', 'sprites__versions__generation_viii__icons__front_female': None}\", 'id': UUID('b77bb8d8-6ad3-5376-8acf-fa3601f41423')})\n" + ] + } + ], + "source": [ + "# Print the first 10 nodes in the graph with their data\n", + "nodes_dict = knowledge_graph.nodes(data=True)\n", + "for node in list(nodes_dict)[:10]:\n", + " print('---',node)" + ] + }, + { + "cell_type": "markdown", + "id": "b6d25c6c77bab8d5", + "metadata": {}, + "source": [ + "The node data consists of a few fields:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c99e319b3646b234", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:23:47.082650Z", + "start_time": "2025-04-22T20:23:47.077861Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['created_at', 'updated_at', 'ontology_valid', 'version', 'topological_rank', 'metadata', 'type', 'belongs_to_set', 'name', 'is_a', 'description', 'properties', 'id'])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "node[1].keys()" + ] + }, + { + "cell_type": "markdown", + "id": "674f15fac7d14059", + "metadata": {}, + "source": [ + "We can see how the graph looks, using nx drawing tools." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a344f3b96685c122", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:30:45.374685Z", + "start_time": "2025-04-22T20:30:44.856090Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import networkx as nx\n", + "\n", + "\n", + "pos = nx.spring_layout(knowledge_graph, seed=42) # positions for all nodes\n", + "nx.draw(knowledge_graph, pos, with_labels=False, node_size=100, node_color='white',\n", + " edge_color='gray',\n", + " edgecolors='black', alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5201aeb75f7ddf00", + "metadata": {}, + "source": [ + "We can now add a new field: page rank score. We first compute them using the networkx library." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "97734d83d57d62ef", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:26:03.564879Z", + "start_time": "2025-04-22T20:26:03.557142Z" + } + }, + "outputs": [], + "source": [ + "import networkx as nx\n", + "ranks = nx.pagerank(knowledge_graph)" + ] + }, + { + "cell_type": "markdown", + "id": "33507b44e7910b57", + "metadata": {}, + "source": [ + "We can take a look at the ranks of the first 10 nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "70677c7fc481682a", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:27:14.819317Z", + "start_time": "2025-04-22T20:27:14.807163Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a244724f-3087-55d1-83f6-03abab613487 /rank: 0.0010850203820849888\n", + "ec94ecca-6f04-5127-9d0a-f622b0893251 /rank: 0.0005862681130862192\n", + "a9c0572e-3dec-5729-8453-f627bd010b98 /rank: 0.0010850203820849888\n", + "84c8e4a0-8551-5d3c-a724-6738f342a0d5 /rank: 0.0005862681130862192\n", + "a44c5a8b-ed77-5f32-863f-7994fa541427 /rank: 0.0010850203820849888\n", + "30f578f0-cce2-5d8a-bab0-c93752f4cf9a /rank: 0.0005862681130862192\n", + "13520d77-eb3e-5ab2-bdef-c2a0eab53b73 /rank: 0.02003760660403824\n", + "37c6967d-f3aa-5239-a3c3-fdbe5930b1a5 /rank: 0.0005862681130862192\n", + "a3add2e5-9166-5f6b-b2dd-e6739bb1e958 /rank: 0.0005862681130862192\n", + "b77bb8d8-6ad3-5376-8acf-fa3601f41423 /rank: 0.0005862681130862192\n" + ] + } + ], + "source": [ + "for node in list(ranks)[:10]:\n", + " print(node, '/rank:', ranks[node])" + ] + }, + { + "cell_type": "markdown", + "id": "50f6b51f62a65cc7", + "metadata": {}, + "source": [ + "Finally, we can get a feeling of the distribution of the ranks." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "648db7aec21f8b3b", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:31:54.910597Z", + "start_time": "2025-04-22T20:31:54.285586Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "plt.hist(list(ranks.values()), bins=60)\n", + "plt.title('Page rank distribution')" + ] + }, + { + "cell_type": "markdown", + "id": "4e011e5c95dcfe5c", + "metadata": {}, + "source": [ + "As we can see, some nodes have a very high score, while most of them are around 0.01. Let's see\n", + "the data of the node with the highest score." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "b2e83e84cd9bf6a5", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:33:06.355984Z", + "start_time": "2025-04-22T20:33:06.352761Z" + } + }, + "outputs": [], + "source": [ + "# Sort the ranks dictionary by value in descending order\n", + "sorted_ranks = sorted(ranks.items(), key=lambda x: x[1], reverse=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8a49371bc7640ca", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:33:16.681400Z", + "start_time": "2025-04-22T20:33:16.665675Z" + } + }, + "outputs": [], + "source": [ + "sorted_ranks[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9a594c0fe27dea", + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-22T20:33:40.483516Z", + "start_time": "2025-04-22T20:33:40.479188Z" + } + }, + "outputs": [], + "source": [ + "knowledge_graph.nodes[sorted_ranks[0][0]] # get the node data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95227d160bddb696", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cognee-jGxqfqQ0-py3.11", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/ontology_demo.ipynb b/notebooks/ontology_demo.ipynb index 5ad71275f0..c99238dcdb 100644 --- a/notebooks/ontology_demo.ipynb +++ b/notebooks/ontology_demo.ipynb @@ -1,8 +1,9 @@ { "cells": [ { - "metadata": {}, "cell_type": "markdown", + "id": "25cf0a40e669a70", + "metadata": {}, "source": [ "# Understanding Ontologies with Cognee\n", "\n", @@ -21,43 +22,45 @@ "- **Instances**: Specific examples of classes (e.g., Type 2 Diabetes)\n", "- **Properties**: Relationships between classes/instances (e.g., hasSymptom)\n", "- **Axioms**: Logical statements defining relationships" - ], - "id": "25cf0a40e669a70" + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "441248da37f2b901", + "metadata": {}, "source": [ "## Setup\n", "\n", "First, let's install the required packages and set up our environment:" - ], - "id": "441248da37f2b901" + ] }, { + "cell_type": "code", + "execution_count": 17, + "id": "8cf7ba29f9a150af", "metadata": { "ExecuteTime": { "end_time": "2025-03-26T16:17:55.937140Z", "start_time": "2025-03-26T16:17:55.908542Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "# Install required package\n", "# !pip install cognee" - ], - "id": "8cf7ba29f9a150af", - "outputs": [], - "execution_count": 17 + ] }, { + "cell_type": "code", + "execution_count": 18, + "id": "d825d126b3a0ec26", "metadata": { "ExecuteTime": { "end_time": "2025-03-26T16:18:09.382400Z", "start_time": "2025-03-26T16:18:09.342349Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "# Import required libraries\n", "import cognee\n", @@ -72,14 +75,12 @@ "\n", "# Set up OpenAI API key (required for Cognee's LLM functionality)\n", "os.environ[\"LLM_API_KEY\"] = \"your-api-key-here\" # Replace with your API key" - ], - "id": "d825d126b3a0ec26", - "outputs": [], - "execution_count": 18 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "6af350837e86b7a1", + "metadata": {}, "source": [ "## Creating the Pipeline\n", "\n", @@ -87,17 +88,19 @@ "1. Clean existing data\n", "2. Process scientific papers\n", "3. Apply ontological knowledge" - ], - "id": "6af350837e86b7a1" + ] }, { + "cell_type": "code", + "execution_count": 26, + "id": "4d0e4a58e4207a7d", "metadata": { "ExecuteTime": { "end_time": "2025-04-09T17:12:54.006718Z", "start_time": "2025-04-09T17:12:53.992906Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "async def run_pipeline(ontology_path=None):\n", " # Clean existing data\n", @@ -128,29 +131,29 @@ " )\n", " answers.append(search_results)\n", " return answers" - ], - "id": "4d0e4a58e4207a7d", - "outputs": [], - "execution_count": 26 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "c87c21a75d6f4d79", + "metadata": {}, "source": [ "## Running the Demo\n", "\n", "Let's test our system with some medical questions, comparing results with and without ontological knowledge:" - ], - "id": "c87c21a75d6f4d79" + ] }, { + "cell_type": "code", + "execution_count": 27, + "id": "1363772d2b48f5c0", "metadata": { "ExecuteTime": { "end_time": "2025-04-09T17:14:31.818452Z", "start_time": "2025-04-09T17:12:55.491598Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "# Test questions\n", "questions = [\n", @@ -169,482 +172,27 @@ "answers_with = await query_pipeline(questions)\n", "for q, a in zip(questions, answers_with):\n", " print(f\"Q: {q}\\nA: {a}\\n\")" - ], - "id": "1363772d2b48f5c0", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Results WITH ontology ---\n", - "\n", - "\n", - "\u001B[2m2025-04-09T17:12:55.499538Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph deleted successfully. \u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:55.588613Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mDatabase deleted successfully.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0mUser 312efe9d-380c-4f8d-9848-f628fe3dc177 has registered.\n", - "\n", - "\n", - "\u001B[2m2025-04-09T17:12:55.747683Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:55.749122Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:55.750745Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:56.069185Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:56.069591Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:12:56.070114Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\n", - "\u001B[2m2025-04-09T17:12:56.081871Z\u001B[0m [\u001B[33m\u001B[1mwarning \u001B[0m] \u001B[1mOntology file 'examples/python/ontology_input_example/enriched_medical_ontology_with_classes.owl' not found. 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Initializing an empty graph.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.031340Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'study' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.031582Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption study' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.031815Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'nutrient' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.032000Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'caffeinated coffee' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.032523Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'decaffeinated coffee' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.032768Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health outcome' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.033005Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.033326Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'population' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.033618Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'participant population' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.033907Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'dietary pattern' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.034121Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mediterranean diet' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.034391Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'eureye spain and valencia nutrition study' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.034592Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'statistical measurement' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.034943Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'p-value' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.035127Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'risk of death' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.035397Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'all-cause mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.035564Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cardiovascular disease mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.035764Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cancer mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.035957Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'behavior' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.036177Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.036551Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'beverage type' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.036791Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'demographic characteristic' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.036971Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sex distribution' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.037179Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'age distribution' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.037412Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'education level' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.037593Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health indicator' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.037748Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'body mass index' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.037952Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'waist circumference' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.038237Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'smoking status' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.038622Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health condition' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.038857Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'diabetes status' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.039193Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cholesterol status' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.039524Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'hypertension status' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.039801Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'physical activity' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.040067Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'tv watching' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.040355Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sleeping time' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.040619Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'dietary index' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.040847Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'relative mediterranean diet index' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.041182Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.041404Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'group' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.041719Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mediterranean population' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.041914Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'metric' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.042158Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'research' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.042377Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'study 2021' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.042579Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'country' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.043107Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'spain' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.043321Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'person' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.043627Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'torres-collado, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.043899Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'garcia-de-la-hera, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.044128Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'navarrete-muñoz, e.m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.044345Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'notario-barandiaran, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.044588Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gonzalez-palacios, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.044959Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'zurriaga, o.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.045232Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'melchor, i.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.045447Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'vioque, j.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.045630Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'navarro, a.m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.045956Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'martinez-gonzalez, m. á.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.046206Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gea, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.046422Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'grosso, g.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.046629Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'martin-moreno, j.m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.046939Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'lopez-garcia, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.047166Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'martin-calvo, n.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.047426Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'toledo, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.047719Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ruggiero, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.048060Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'di castelnuovo, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.048339Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'costanzo, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.048603Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'persichillo, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.048831Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'de curtis, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.049031Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cerletti, c.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.049243Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'donati, m.b.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.049458Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'de gaetano, g.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.049693Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'iacoviello, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.049907Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'bonaccio, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.050227Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'moli-sani study' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.050482Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'quiles, j.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.050703Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'organization' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.050875Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'u.s. department of agriculture' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.051151Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'database' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.051437Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'usda national nutrient database' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.051639Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'palma, i.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.051816Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cantós, d.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.052024Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'lean, m.e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.052242Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'harlow, s.d.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.052466Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'malerba, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.052723Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'crippa, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.052949Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'je, y.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.053201Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'park, s.-y.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.053447Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gunter, m.j.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.053667Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sado, j.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.053863Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'dinu, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.054068Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gökcen, b.b.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.054375Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'yu, x.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.054586Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gonzalez de mejia, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.054764Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'yamagata, k.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.054991Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'machado-fragua, m.d.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.055251Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'date' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.055480Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2018' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.056014Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'michael f. mendoza' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.056232Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ralf martz sulague' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.056451Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'therese posas-mendoza' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.056709Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'carl j. lavie' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.057211Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'publication' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.057503Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ochsner journal' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.057723Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cardiovascular health' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.057989Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'impact of coffee consumption on cardiovascular health' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.058182Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'condition' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.058357Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'hypertension' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.058542Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coronary heart disease' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.058710Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'heart failure' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.058870Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'atrial fibrillation' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.059039Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2000-2021' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.059210Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'compound' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.059397Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'caffeine' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.059735Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mendoza, mf' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.060066Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coronary artery risk development in young adults study' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T17:13:45.060328Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'bodar et al. 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provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0mQ: What are common risk factors for Type 2 Diabetes?\n", - "A: ['Common risk factors for Type 2 Diabetes include:\\n1. **Obesity** - particularly a high body mass index (BMI) (≥30 kg/m2).\\n2. **Waist circumference** - increased risk is associated with larger waist sizes.\\n3. **Sedentary lifestyle** - low levels of physical activity are linked to higher risk.\\n4. **Age** - the risk increases with age, especially for those over 45 years.\\n5. **Diet** - poor dietary choices, including low adherence to a Mediterranean diet, may contribute.\\n6. **Smoking** - current smoking status is a risk factor.\\n7. **Hypertension** - having high blood pressure increases risk.\\n8. **Cholesterol levels** - high cholesterol levels may also be a factor.']\n", - "\n", - "Q: What preventive measures reduce the risk of Hypertension?\n", - "A: ['Preventive measures to reduce the risk of hypertension include moderate coffee consumption, which has been associated with a decreased risk of developing hypertension, particularly in non-smokers. Other potential mechanisms of benefit from coffee include inhibition of sodium and water reabsorption, as well as anti-inflammatory effects.']\n", - "\n", - "Q: What symptoms indicate possible Cardiovascular Disease?\n", - "A: ['Possible symptoms indicating cardiovascular disease include: hypertension, heart failure, atrial fibrillation, elevated cholesterol levels, and increased risk of myocardial infarction. Regular coffee consumption is associated with decreased risks of some of these conditions, whereas heavy coffee consumption may have inconsistent effects.']\n", - "\n", - "Q: What diseases are associated with Obesity?\n", - "A: ['Obesity is associated with the following health conditions:\\n1. Cardiovascular disease mortality (as a health outcome).\\n2. Diabetes status (as a health condition).\\n3. Cholesterol status (as a health condition).']\n", - "\n" - ] - } - ], - "execution_count": 27 + ] }, { - "metadata": {}, "cell_type": "code", - "outputs": [], "execution_count": null, - "source": "", - "id": "89e2e53dcecb78eb" + "id": "89e2e53dcecb78eb", + "metadata": {}, + "outputs": [], + "source": [] }, { + "cell_type": "code", + "execution_count": 23, + "id": "3aa18f4cdd5ceff6", "metadata": { "ExecuteTime": { "end_time": "2025-04-09T14:32:24.891560Z", "start_time": "2025-04-09T14:30:47.863808Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "# Run without ontology\n", "print(\"\\n--- Results WITHOUT ontology ---\\n\")\n", @@ -652,536 +200,51 @@ "answers_without = await query_pipeline(questions)\n", "for q, a in zip(questions, answers_without):\n", " print(f\"Q: {q}\\nA: {a}\\n\")" - ], - "id": "3aa18f4cdd5ceff6", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Results WITHOUT ontology ---\n", - "\n", - "\n", - "\u001B[2m2025-04-09T14:30:47.865578Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph deleted successfully. \u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:47.879242Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mDatabase deleted successfully.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0mUser 5fcea8fd-95ce-4a3b-861e-d8f8a5d01fe5 has registered.\n", - "\n", - "\n", - "\u001B[2m2025-04-09T14:30:47.952091Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:47.952386Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:47.952810Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.127543Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.127926Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.128135Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `4b84e400-23fc-5976-bbb4-f8ee303eed81`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\n", - "\u001B[2m2025-04-09T14:30:48.135862Z\u001B[0m [\u001B[33m\u001B[1mwarning \u001B[0m] \u001B[1mOntology file 'None' not found. Using fallback ontology at http://example.org/empty_ontology\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.136338Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mLookup built: 0 classes, 0 individuals\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.145025Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `af81ab41-8243-522f-a10a-b7b5febcc577`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.145316Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.145568Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:30:48.148188Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/vasilije/cognee/.venv/lib/python3.11/site-packages/dlt/destinations/impl/sqlalchemy/merge_job.py:194: SAWarning: Table 'file_metadata' already exists within the given MetaData - not copying.\n", - " staging_table_obj = table_obj.to_metadata(\n", - "/Users/vasilije/cognee/.venv/lib/python3.11/site-packages/dlt/destinations/impl/sqlalchemy/merge_job.py:229: SAWarning: implicitly coercing SELECT object to scalar subquery; please use the .scalar_subquery() method to produce a scalar subquery.\n", - " order_by=order_dir_func(order_by_col),\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[2m2025-04-09T14:30:48.491623Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:30:48 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[1m\n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.725114Z\u001B[0m [\u001B[33m\u001B[1mwarning \u001B[0m] \u001B[1mFile /Users/vasilije/cognee/cognee/.cognee_system/databases/cognee_graph.pkl not found. Initializing an empty graph.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.728424Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'person' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.728765Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'michael f. mendoza' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.729061Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ralf martz sulague' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.729298Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'therese posas-mendoza' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.729489Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'carl j. lavie' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.729721Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'organization' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.729906Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ochsner clinic foundation' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.730134Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'georgetown university' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.730308Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'publication' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.730488Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ochsner journal' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.730684Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.730862Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.731104Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cardiovascular health' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.731289Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cardiovascular disease' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.731461Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'hypertension' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.731690Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cholesterol' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.731955Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'heart failure' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.732126Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'atrial fibrillation' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.732315Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coronary heart disease' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.732488Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'phenolic acid' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.732691Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'diterpenes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.732873Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gene' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.733046Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cyp1a2' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.733274Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee preparation methods' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.733593Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mendoza, mf' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.733935Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'diabetes mellitus' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.734489Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'infarction' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.734817Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'left ventricular function' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.735100Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.735288Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'oxidative stress' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.735482Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'research methodology' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.735649Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'meta-analysis' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.735816Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'antioxidants' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736048Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'laura torres-collado' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736250Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'laura maría compañ-gabucio' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736442Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sandra gonzález-palacios' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736626Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'leyre notario-barandiaran' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736796Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'alejandro oncina-cánovas' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.736959Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'jesús vioque' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.737123Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'manuela garcía-de la hera' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.737288Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'journal' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.737436Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'nutrients 2021' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.737591Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'study' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.737782Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'valencia nutrition study' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.738030Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'eureye-spain' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.738267Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'valencia nutrition survey' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.738422Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'demographic' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.738578Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'participants aged 20 years and above' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.738743Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health metric' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.739188Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'age' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.739521Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'education level' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.739834Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'body mass index (bmi)' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.740034Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'waist circumference' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.740213Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'smoking status' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.740388Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'diabetes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.740719Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'physical activity' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.740905Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'tv watching' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.741075Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sleeping time' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.741375Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'rmed index' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.741550Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '6 years follow-up mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.741725Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '12 years follow-up mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.741889Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '18 years follow-up mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.742134Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'population' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.742306Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mediterranean population' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.742479Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health behavior' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.742802Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'beverage' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743001Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'caffeinated coffee' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743187Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'health outcome' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743374Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cancer mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743543Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'all-cause mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743722Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cvd mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.743892Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'country' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.744058Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'spain' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.744231Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'decaffeinated coffee' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.744483Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'scientific concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.744647Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'biological mechanisms' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.744831Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'research participants' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.745001Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'chemical' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.745162Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'caffeine' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.745435Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'torres-collado, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.745639Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'garcia-de-la-hera, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.745808Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'navarrete-muñoz, e.m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.746008Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'notario-barandiaran, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.746185Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gonzalez-palacios, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.746657Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'zurriaga, o.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.746868Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'melchor, i.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.747422Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'vioque, j.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.747692Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'navarro, a.m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.747904Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'martinez-gonzalez, m.á.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748081Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gea, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748254Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'grosso, g.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748421Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'ruggiero, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748580Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'di castelnuovo, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748758Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'costanzo, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.748926Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'persichillo, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.749109Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'de curtis, a.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.749301Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cerletti, c.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.749494Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'donati, m.b.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.749667Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'de gaetano, g.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.749845Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'iacoviello, l.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.750035Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'bonaccio, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.750210Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'harlow, s.d.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.750388Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'linet, m.s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.750567Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'malerba, s.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.750830Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'dinu, m.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.751026Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'yu, x.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.751207Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gonzalez de mejia, e.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.751368Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'yamagata, k.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.751619Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gökcen, b.b.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.751870Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'machado-fragua, m.d.' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.752101Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'date' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.752294Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2018-01-01' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.752469Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2021-01-01' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.752651Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption and mortality from all causes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.752821Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption and total mortality in mediterranean cohort' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753004Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee drinking and lower risks of mortality' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753181Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'validity of food frequency questionnaire' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753343Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'adherence to mediterranean diet and coronary heart disease risk' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753526Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'diet and overall survival in elderly people' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753701Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'adherence to mediterranean diet and survival' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.753964Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'database' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.754204Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'usda national nutrient database' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.754391Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'coffee consumption and mortality meta-analysis' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:31:53.754580Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mediterranean diet and multiple health outcomes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T14:32:00.293116Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks(tasks: [Task], data)\u001B[0m]\u001B[0m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001B[92m16:32:00 - LiteLLM:INFO\u001B[0m: utils.py:2784 - \n", - "LiteLLM completion() model= gpt-4o-mini; provider = openai" - ] - }, - { - "name": "stdout", - 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Additionally, coffee consumption may be related to lower mortality rates, which could indirectly influence diabetes risk. Participants aged 20 years and above are also considered in health metrics related to diabetes.']\n", - "\n", - "Q: What preventive measures reduce the risk of Hypertension?\n", - "A: ['Preventive measures that reduce the risk of hypertension include moderate coffee consumption, which is linked to reduced cardiovascular disease mortality and potentially lower risks for hypertension, cholesterol issues, heart failure, and atrial fibrillation. Additionally, antioxidants may also provide a preventative effect on cardiovascular health.']\n", - "\n", - "Q: What symptoms indicate possible Cardiovascular Disease?\n", - "A: ['Symptoms that may indicate possible Cardiovascular Disease include hypertension, heart failure, and atrial fibrillation. Additionally, high cholesterol levels can also be a sign of cardiovascular issues.']\n", - "\n", - "Q: What diseases are associated with Obesity?\n", - "A: ['Diseases associated with obesity include cardiovascular disease (CVD) and diabetes mellitus.']\n", - "\n" - ] - } - ], - "execution_count": 23 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "c60533d2423acdb0", + "metadata": {}, "source": [ "## Visualizing the Knowledge Graph\n", "\n", "Let's visualize how our ontology connects different medical concepts:" - ], - "id": "c60533d2423acdb0" + ] }, { + "cell_type": "code", + "execution_count": 25, + "id": "36ee2a360f47a054", "metadata": { "ExecuteTime": { "end_time": "2025-04-09T15:25:33.512697Z", "start_time": "2025-04-09T15:25:33.471854Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "from cognee.api.v1.visualize import visualize_graph\n", "await visualize_graph()" - ], - "id": "36ee2a360f47a054", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001B[2m2025-04-09T15:25:33.504468Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph visualization saved as /Users/vasilije/graph_visualization.html\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n", - "\u001B[2m2025-04-09T15:25:33.505762Z\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mThe HTML file has been stored on your home directory! Navigate there with cd ~\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m" - ] - }, - { - "data": { - "text/plain": [ - "'\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n \\n \\n \\n \\n \\n '" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 25 + ] }, { + "cell_type": "code", + "execution_count": null, + "id": "9268fa61dbc81664", "metadata": { "ExecuteTime": { "end_time": "2025-04-10T16:34:04.760472Z", "start_time": "2025-04-10T16:34:04.736095Z" } }, - "cell_type": "code", - "source": "", - "id": "9268fa61dbc81664", "outputs": [], - "execution_count": null + "source": [] }, { - "metadata": {}, "cell_type": "markdown", + "id": "ff39326921b75273", + "metadata": {}, "source": [ "## Understanding the Results\n", "\n", @@ -1210,16 +273,15 @@ "- Place your scientific papers in the appropriate directory\n", "- Update the ontology path to point to your .owl file\n", "- Replace the API key with your own OpenAI key" - ], - "id": "ff39326921b75273" + ] }, { - "metadata": {}, "cell_type": "code", - "outputs": [], "execution_count": null, - "source": "", - "id": "8d2a0fe555a7bc0f" + "id": "8d2a0fe555a7bc0f", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/poetry.lock b/poetry.lock index 3323bba9da..8f62b437af 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,39 +2,40 @@ [[package]] name = "aiobotocore" -version = "2.21.1" +version = "2.22.0" description = "Async client for aws services using botocore and aiohttp" optional = false python-versions = ">=3.8" groups = ["main"] files = [ - {file = "aiobotocore-2.21.1-py3-none-any.whl", hash = "sha256:bd7c49a6d6f8a3d9444b0a94417c8da13813b5c7eec1c4f0ec2db7e8ce8f23e7"}, - {file = "aiobotocore-2.21.1.tar.gz", hash = "sha256:010357f43004413e92a9d066bb0db1f241aeb29ffed306e9197061ffc94e6577"}, + {file = "aiobotocore-2.22.0-py3-none-any.whl", hash = "sha256:b4e6306f79df9d81daff1f9d63189a2dbee4b77ce3ab937304834e35eaaeeccf"}, + {file = "aiobotocore-2.22.0.tar.gz", hash = "sha256:11091477266b75c2b5d28421c1f2bc9a87d175d0b8619cb830805e7a113a170b"}, ] [package.dependencies] aiohttp = ">=3.9.2,<4.0.0" aioitertools = ">=0.5.1,<1.0.0" -botocore = ">=1.37.0,<1.37.2" +boto3 = {version = ">=1.37.2,<1.37.4", optional = true, markers = "extra == \"boto3\""} +botocore = ">=1.37.2,<1.37.4" jmespath = ">=0.7.1,<2.0.0" multidict = ">=6.0.0,<7.0.0" python-dateutil = ">=2.1,<3.0.0" wrapt = ">=1.10.10,<2.0.0" [package.extras] -awscli = ["awscli (>=1.38.0,<1.38.2)"] -boto3 = ["boto3 (>=1.37.0,<1.37.2)"] +awscli = ["awscli (>=1.38.2,<1.38.4)"] +boto3 = ["boto3 (>=1.37.2,<1.37.4)"] [[package]] name = "aiofiles" -version = "23.2.1" +version = "24.1.0" description = "File support for asyncio." optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" groups = ["main"] files = [ - {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"}, - {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"}, + {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, + {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"}, ] [[package]] @@ -268,7 +269,7 @@ version = "4.9.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" -groups = ["main", "dev"] +groups = ["main"] files = [ {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"}, {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"}, @@ -291,8 +292,8 @@ version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" optional = true python-versions = ">=3.6" -groups = ["main", "dev"] -markers = "platform_system == \"Darwin\"" +groups = ["main"] +markers = "(extra == \"notebook\" or extra == \"dev\") and platform_system == \"Darwin\"" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"}, @@ -304,7 +305,7 @@ version = "23.1.0" description = "Argon2 for Python" optional = false python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main"] files = [ {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"}, {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"}, @@ -325,7 +326,7 @@ version = "21.2.0" description = "Low-level CFFI bindings for Argon2" optional = false python-versions = ">=3.6" -groups = ["main", "dev"] +groups = ["main"] files = [ {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"}, {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"}, @@ -363,7 +364,8 @@ version = "1.3.0" description = "Better dates & times for Python" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"}, {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"}, @@ -377,39 +379,21 @@ types-python-dateutil = ">=2.8.10" doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"] test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"] -[[package]] -name = "asgiref" -version = "3.8.1" -description = "ASGI specs, helper code, and adapters" -optional = true -python-versions = ">=3.8" -groups = ["main"] -markers = "extra == \"chromadb\"" -files = [ - {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"}, - {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"}, -] - -[package.dependencies] -typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""} - -[package.extras] -tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"] - [[package]] name = "astroid" -version = "3.3.9" +version = "3.3.10" description = "An abstract syntax tree for Python with inference support." -optional = false +optional = true python-versions = ">=3.9.0" -groups = ["dev"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ - {file = "astroid-3.3.9-py3-none-any.whl", hash = "sha256:d05bfd0acba96a7bd43e222828b7d9bc1e138aaeb0649707908d3702a9831248"}, - {file = "astroid-3.3.9.tar.gz", hash = "sha256:622cc8e3048684aa42c820d9d218978021c3c3d174fb03a9f0d615921744f550"}, + {file = "astroid-3.3.10-py3-none-any.whl", hash = "sha256:104fb9cb9b27ea95e847a94c003be03a9e039334a8ebca5ee27dafaf5c5711eb"}, + {file = "astroid-3.3.10.tar.gz", hash = "sha256:c332157953060c6deb9caa57303ae0d20b0fbdb2e59b4a4f2a6ba49d0a7961ce"}, ] [package.dependencies] -typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""} +typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""} [[package]] name = "asttokens" @@ -417,7 +401,8 @@ version = "3.0.0" description = "Annotate AST trees with source code positions" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == 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{file = "ipython-8.35.0-py3-none-any.whl", hash = "sha256:e6b7470468ba6f1f0a7b116bb688a3ece2f13e2f94138e508201fad677a788ba"}, - {file = "ipython-8.35.0.tar.gz", hash = "sha256:d200b7d93c3f5883fc36ab9ce28a18249c7706e51347681f80a0aef9895f2520"}, + {file = "ipython-8.36.0-py3-none-any.whl", hash = "sha256:12b913914d010dcffa2711505ec8be4bf0180742d97f1e5175e51f22086428c1"}, + {file = "ipython-8.36.0.tar.gz", hash = "sha256:24658e9fe5c5c819455043235ba59cfffded4a35936eefceceab6b192f7092ff"}, ] [package.dependencies] @@ -3602,15 +3682,15 @@ test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "n [[package]] name = "ipython" -version = "9.1.0" +version = "9.2.0" description = "IPython: Productive Interactive Computing" optional = true python-versions = ">=3.11" -groups = ["main", "dev"] -markers = "python_version >= \"3.11\"" +groups = ["main"] +markers = "python_version >= \"3.11\" and (extra == \"notebook\" or extra == \"dev\")" files = [ - {file = "ipython-9.1.0-py3-none-any.whl", hash = "sha256:2df07257ec2f84a6b346b8d83100bcf8fa501c6e01ab75cd3799b0bb253b3d2a"}, - {file = "ipython-9.1.0.tar.gz", hash = "sha256:a47e13a5e05e02f3b8e1e7a0f9db372199fe8c3763532fe7a1e0379e4e135f16"}, + {file = "ipython-9.2.0-py3-none-any.whl", hash = "sha256:fef5e33c4a1ae0759e0bba5917c9db4eb8c53fee917b6a526bd973e1ca5159f6"}, + {file = "ipython-9.2.0.tar.gz", hash = "sha256:62a9373dbc12f28f9feaf4700d052195bf89806279fc8ca11f3f54017d04751b"}, ] [package.dependencies] @@ -3640,8 +3720,8 @@ version = "1.1.1" description = "Defines a variety of Pygments lexers for highlighting IPython code." optional = true python-versions = ">=3.8" -groups = ["main", "dev"] -markers = "python_version >= \"3.11\"" +groups = ["main"] +markers = "python_version >= \"3.11\" and (extra == \"notebook\" or extra == \"dev\")" files = [ {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"}, {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"}, @@ -3656,7 +3736,8 @@ version = "20.11.0" description = "Operations with ISO 8601 durations" optional = true python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"}, {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"}, @@ -3669,9 +3750,10 @@ arrow = ">=0.15.0" name = "isort" version = "6.0.1" description = "A Python utility / library to sort Python imports." -optional = false +optional = true python-versions = ">=3.9.0" -groups = ["dev"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "isort-6.0.1-py3-none-any.whl", hash = "sha256:2dc5d7f65c9678d94c88dfc29161a320eec67328bc97aad576874cb4be1e9615"}, {file = "isort-6.0.1.tar.gz", hash = "sha256:1cb5df28dfbc742e490c5e41bad6da41b805b0a8be7bc93cd0fb2a8a890ac450"}, @@ -3751,7 +3833,8 @@ version = "0.19.2" description = "An autocompletion tool for Python that can be used for text editors." optional = true python-versions = ">=3.6" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"}, {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"}, @@ -3788,7 +3871,7 @@ version = "3.1.6" description = "A very fast and expressive template engine." optional = false python-versions = ">=3.7" -groups = ["main", "dev", "docs"] +groups = ["main"] files = [ {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"}, {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"}, @@ -3900,23 +3983,24 @@ files = [ [[package]] name = "joblib" -version = "1.4.2" +version = "1.5.0" description = "Lightweight pipelining with Python functions" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" groups = ["main"] files = [ - {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, - {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"}, + {file = "joblib-1.5.0-py3-none-any.whl", hash = "sha256:206144b320246485b712fc8cc51f017de58225fa8b414a1fe1764a7231aca491"}, + {file = "joblib-1.5.0.tar.gz", hash = "sha256:d8757f955389a3dd7a23152e43bc297c2e0c2d3060056dad0feefc88a06939b5"}, ] [[package]] name = "jsmin" version = "3.0.1" description = "JavaScript minifier." -optional = false +optional = true python-versions = "*" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "jsmin-3.0.1.tar.gz", hash = "sha256:c0959a121ef94542e807a674142606f7e90214a2b3d1eb17300244bbb5cc2bfc"}, ] @@ -3927,7 +4011,8 @@ version = "0.12.0" description = "A Python implementation of the JSON5 data format." optional = true python-versions = ">=3.8.0" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"}, {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"}, @@ -3966,26 +4051,14 @@ files = [ [package.dependencies] ply = "*" -[[package]] -name = "jsonpath-python" -version = "1.0.6" -description = "A more powerful JSONPath implementation in modern python" -optional = true -python-versions = ">=3.6" -groups = ["main"] -markers = "extra == \"docs\"" -files = [ - {file = "jsonpath-python-1.0.6.tar.gz", hash = "sha256:dd5be4a72d8a2995c3f583cf82bf3cd1a9544cfdabf2d22595b67aff07349666"}, - {file = "jsonpath_python-1.0.6-py3-none-any.whl", hash = "sha256:1e3b78df579f5efc23565293612decee04214609208a2335884b3ee3f786b575"}, -] - [[package]] name = "jsonpointer" version = "3.0.0" description = "Identify specific nodes in a JSON document (RFC 6901)" optional = true python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\" or extra == \"langchain\" or extra == \"deepeval\"" files = [ {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"}, {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"}, @@ -3997,7 +4070,7 @@ version = "4.23.0" description = "An implementation of JSON Schema validation for Python" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] files = [ {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"}, {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"}, @@ -4023,14 +4096,14 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339- [[package]] name = "jsonschema-specifications" -version = "2024.10.1" +version = "2025.4.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" optional = false python-versions = ">=3.9" -groups = ["main", "dev"] +groups = ["main"] files = [ - {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"}, - {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"}, + {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"}, + {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"}, ] [package.dependencies] @@ -4042,7 +4115,8 @@ version = "8.6.3" description = "Jupyter protocol implementation and client libraries" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"}, {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"}, @@ -4065,7 +4139,8 @@ version = "5.7.2" description = "Jupyter core package. A base package on which Jupyter projects rely." optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"}, {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"}, @@ -4086,7 +4161,8 @@ version = "0.12.0" description = "Jupyter Event System library" optional = true python-versions = ">=3.9" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"}, {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"}, @@ -4113,7 +4189,8 @@ version = "2.2.5" description = 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"sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"}, {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"}, @@ -5598,14 +5716,15 @@ pyyaml = ">=5.1" [[package]] name = "mkdocs-material" -version = "9.6.12" +version = "9.6.13" description = "Documentation that simply works" -optional = false +optional = true python-versions = ">=3.8" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ - {file = "mkdocs_material-9.6.12-py3-none-any.whl", hash = "sha256:92b4fbdc329e4febc267ca6e2c51e8501fa97b2225c5f4deb4d4e43550f8e61e"}, - {file = "mkdocs_material-9.6.12.tar.gz", hash = "sha256:add6a6337b29f9ea7912cb1efc661de2c369060b040eb5119855d794ea85b473"}, + {file = "mkdocs_material-9.6.13-py3-none-any.whl", hash = "sha256:3730730314e065f422cc04eacbc8c6084530de90f4654a1482472283a38e30d3"}, + {file = "mkdocs_material-9.6.13.tar.gz", hash = "sha256:7bde7ebf33cfd687c1c86c08ed8f6470d9a5ba737bd89e7b3e5d9f94f8c72c16"}, ] [package.dependencies] @@ -5630,9 +5749,10 @@ recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2. name = "mkdocs-material-extensions" version = "1.3.1" description = "Extension pack for Python Markdown and MkDocs Material." -optional = false +optional = true python-versions = ">=3.8" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"}, {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"}, @@ -5642,9 +5762,10 @@ files = [ name = "mkdocs-minify-plugin" version = "0.8.0" description = "An MkDocs plugin to minify HTML, JS or CSS files prior to being written to disk" -optional = false +optional = true python-versions = ">=3.8" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "mkdocs-minify-plugin-0.8.0.tar.gz", hash = "sha256:bc11b78b8120d79e817308e2b11539d790d21445eb63df831e393f76e52e753d"}, {file = "mkdocs_minify_plugin-0.8.0-py3-none-any.whl", hash = "sha256:5fba1a3f7bd9a2142c9954a6559a57e946587b21f133165ece30ea145c66aee6"}, @@ -5660,9 +5781,10 @@ mkdocs = ">=1.4.1" name = "mkdocstrings" version = "0.26.2" description = "Automatic documentation from sources, for MkDocs." -optional = false +optional = true python-versions = ">=3.9" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "mkdocstrings-0.26.2-py3-none-any.whl", hash = "sha256:1248f3228464f3b8d1a15bd91249ce1701fe3104ac517a5f167a0e01ca850ba5"}, {file = "mkdocstrings-0.26.2.tar.gz", hash = "sha256:34a8b50f1e6cfd29546c6c09fbe02154adfb0b361bb758834bf56aa284ba876e"}, @@ -5688,9 +5810,10 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"] name = "mkdocstrings-python" version = "1.13.0" description = "A Python handler for mkdocstrings." -optional = false +optional = true python-versions = ">=3.9" -groups = ["docs"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "mkdocstrings_python-1.13.0-py3-none-any.whl", hash = "sha256:b88bbb207bab4086434743849f8e796788b373bd32e7bfefbf8560ac45d88f97"}, {file = "mkdocstrings_python-1.13.0.tar.gz", hash = "sha256:2dbd5757e8375b9720e81db16f52f1856bf59905428fd7ef88005d1370e2f64c"}, @@ -5708,7 +5831,7 @@ description = "Python extension for MurmurHash (MurmurHash3), a set of fast and optional = true python-versions = ">=3.9" groups = ["main"] -markers = "python_version < \"3.13\" and (extra == \"codegraph\" or extra == \"chromadb\") or extra == \"chromadb\"" +markers = "python_version < \"3.13\" and extra == \"codegraph\"" files = [ {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"}, {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"}, @@ -5808,7 +5931,7 @@ description = "An implementation of time.monotonic() for Python 2 & < 3.3" optional = true python-versions = "*" groups = ["main"] -markers = "extra == \"chromadb\" or extra == \"posthog\"" +markers = "extra == \"posthog\" or extra == \"chromadb\"" files = [ {file = "monotonic-1.6-py2.py3-none-any.whl", hash = "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"}, {file = "monotonic-1.6.tar.gz", hash = "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7"}, @@ -5831,10 +5954,9 @@ files = [ name = "mpmath" version = "1.3.0" description = "Python library for arbitrary-precision floating-point arithmetic" -optional = true +optional = false python-versions = "*" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and python_version < \"3.13\" or extra == \"chromadb\"" files = [ {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"}, {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"}, @@ -5967,9 +6089,10 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""} name = "mypy" version = "1.15.0" description = "Optional static typing for Python" -optional = false +optional = true python-versions = ">=3.9" -groups = ["dev"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "mypy-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:979e4e1a006511dacf628e36fadfecbcc0160a8af6ca7dad2f5025529e082c13"}, {file = "mypy-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c4bb0e1bd29f7d34efcccd71cf733580191e9a264a2202b0239da95984c5b559"}, @@ -6021,26 +6144,26 @@ reports = ["lxml"] name = "mypy-extensions" version = "1.1.0" description = "Type system extensions for programs checked with the mypy type checker." -optional = false +optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"llama-index\" or extra == \"deepeval\" or extra == \"docs\" or extra == \"dev\"" files = [ {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"}, {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"}, ] -markers = {main = "extra == \"llama-index\" or extra == \"deepeval\" or extra == \"docs\""} [[package]] name = "narwhals" -version = "1.36.0" +version = "1.39.0" description = "Extremely lightweight compatibility layer between dataframe libraries" optional = true python-versions = ">=3.8" groups = ["main"] markers = "extra == \"evals\"" files = [ - {file = "narwhals-1.36.0-py3-none-any.whl", hash = "sha256:e3c50dd1d769bc145f57ae17c1f0f0da6c3d397d62cdd0bb167e9b618e95c9d6"}, - {file = "narwhals-1.36.0.tar.gz", hash = "sha256:7cd860e7e066609bd8a042bb5b8e4193275532114448210a91cbd5c622b6e5eb"}, + {file = "narwhals-1.39.0-py3-none-any.whl", hash = "sha256:50b6778f4b4249eb86c88dd17c3907dd004a16ec25b02d5effaf226a2bcfb940"}, + {file = "narwhals-1.39.0.tar.gz", hash = "sha256:6f114def701fc6a23b0523ad53700ae545ad3f5ece041c64dc3ad59e699da43f"}, ] [package.extras] @@ -6053,6 +6176,7 @@ pandas = ["pandas (>=0.25.3)"] polars = ["polars (>=0.20.3)"] pyarrow = ["pyarrow (>=11.0.0)"] pyspark = ["pyspark (>=3.5.0)"] +pyspark-connect = ["pyspark[connect] (>=3.5.0)"] sqlframe = ["sqlframe (>=3.22.0)"] [[package]] @@ -6061,7 +6185,8 @@ version = "0.10.2" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." optional = true python-versions = ">=3.9.0" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"}, {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"}, @@ -6084,7 +6209,8 @@ version = "7.16.6" description = "Converting Jupyter Notebooks (.ipynb files) to other formats. Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script. nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)." optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"}, {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"}, @@ -6121,7 +6247,8 @@ version = "5.10.4" description = "The Jupyter Notebook format" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"}, {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"}, @@ -6162,9 +6289,10 @@ pyarrow = ["pyarrow (>=1.0.0)"] name = "nest-asyncio" version = "1.6.0" description = "Patch asyncio to allow nested event loops" -optional = false +optional = true python-versions = ">=3.5" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"docs\"" files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"}, @@ -6265,19 +6393,20 @@ files = [ [[package]] name = "notebook" -version = "7.4.1" +version = "7.4.2" description = "Jupyter Notebook - A web-based notebook environment for interactive computing" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ - {file = "notebook-7.4.1-py3-none-any.whl", hash = "sha256:498f12cf567d95b20e780d62d52564ee4310248b3175e996b667b5808028e5d3"}, - {file = "notebook-7.4.1.tar.gz", hash = "sha256:96894962b230013ea0c0a466e4e642c5aace25ba8c86686175b69990ef628ff9"}, + {file = "notebook-7.4.2-py3-none-any.whl", hash = "sha256:9ccef602721aaa5530852e3064710b8ae5415c4e2ce26f8896d0433222755259"}, + {file = "notebook-7.4.2.tar.gz", hash = "sha256:e739defd28c3f615a6bfb0a2564bd75018a9cc6613aa00bbd9c15e68eed2de1b"}, ] [package.dependencies] jupyter-server = ">=2.4.0,<3" -jupyterlab = ">=4.4.0rc0,<4.5" +jupyterlab = ">=4.4.0,<4.5" jupyterlab-server = ">=2.27.1,<3" notebook-shim = ">=0.2,<0.3" tornado = ">=6.2.0" @@ -6293,7 +6422,8 @@ version = "0.2.4" description = "A shim layer for notebook traits and config" optional = true python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"}, {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"}, @@ -6311,7 +6441,7 @@ version = "1.26.4" description = "Fundamental package for array computing in Python" optional = false python-versions = ">=3.9" -groups = ["main", "dev"] +groups = ["main"] files = [ {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"}, {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"}, @@ -6355,14 +6485,14 @@ files = [ name = "oauthlib" version = "3.2.2" description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic" -optional = false +optional = true python-versions = ">=3.6" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"dev\"" files = [ {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"}, {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"}, ] -markers = {main = "extra == \"chromadb\""} [package.extras] rsa = ["cryptography (>=3.0.0)"] @@ -6406,10 +6536,9 @@ pydantic = ">=2.9.0,<3.0.0" name = "onnxruntime" version = "1.21.1" description = "ONNX Runtime is a runtime accelerator for Machine Learning models" -optional = true +optional = false python-versions = ">=3.10" groups = ["main"] -markers = "(extra == \"codegraph\" or extra == \"chromadb\") and python_version < \"3.13\" or extra == \"chromadb\"" files = [ {file = "onnxruntime-1.21.1-cp310-cp310-macosx_13_0_universal2.whl", hash = "sha256:daedb5d33d8963062a25f4a3c788262074587f685a19478ef759a911b4b12c25"}, {file = 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extra == \"chromadb\") and python_version < \"3.13\" or sys_platform == \"win32\" and extra == \"chromadb\"" +markers = "sys_platform == \"win32\"" files = [ {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"}, {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"}, @@ -8246,9 +8343,10 @@ files = [ name = "pytest" version = "7.4.4" description = "pytest: simple powerful testing with Python" -optional = false +optional = true python-versions = ">=3.7" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"deepeval\" or extra == \"dev\"" files = [ {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"}, {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"}, @@ -8269,9 +8367,10 @@ testing = ["argcomplete", "attrs 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" -optional = false -python-versions = ">=3.6" -groups = ["docs"] +version = "1.0" +description = "A custom YAML tag for referencing environment variables in YAML files." +optional = true +python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"dev\"" files = [ - {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"}, - {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"}, + {file = "pyyaml_env_tag-1.0-py3-none-any.whl", hash = "sha256:37f081041b8dca44ed8eb931ce0056f97de17251450f0ed08773dc2bcaf9e683"}, + {file = "pyyaml_env_tag-1.0.tar.gz", hash = "sha256:bc952534a872b583f66f916e2dd83e7a7b9087847f4afca6d9c957c48b258ed2"}, ] [package.dependencies] @@ -8633,7 +8754,8 @@ version = "26.4.0" description = "Python bindings for 0MQ" optional = true python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == 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optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"}, {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"}, @@ -9183,7 +9306,8 @@ version = "0.1.1" description = "Pure python rfc3986 validator" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -groups = ["main", "dev"] +groups = ["main"] +markers = "extra == \"notebook\" or extra == \"dev\"" files = [ {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"}, {file = "rfc3986_validator-0.1.1.tar.gz", hash = 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+version = "0.1.40" description = "Cognee - is a library for enriching LLM context with a semantic layer for better understanding and reasoning." -authors = ["Vasilije Markovic", "Boris Arzentar"] +authors = [ + { name = "Vasilije Markovic" }, + { name = "Boris Arzentar" }, +] +requires-python = ">=3.10,<=3.13" readme = "README.md" license = "Apache-2.0" -homepage = "https://www.cognee.ai" -repository = "https://github.com/topoteretes/cognee" classifiers = [ "Development Status :: 4 - Beta", "Intended Audience :: Developers", @@ -14,129 +16,127 @@ classifiers = [ "Topic :: Software Development :: Libraries", "Operating System :: MacOS :: MacOS X", "Operating System :: POSIX :: Linux", - "Operating System :: Microsoft :: Windows" + "Operating System :: Microsoft :: Windows", +] +dependencies = [ + "openai>=1.59.4,<2", + "python-dotenv>=1.0.1", + "pydantic==2.10.5", + "pydantic-settings>=2.2.1,<3", + "typing_extensions==4.12.2", + "nltk==3.9.1", + "numpy>=1.26.4, <=2.1", + 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    (iYHN!%nC- z4RH?%8|-*lfy1~jq6X>|y@aH(D>d=wk!F|!M%6+arwx|sT0o$nIpL^~QD_X*vZUe9 zWTXGgHBqJN^zZo3L>g{bfqm3}u11&9U-2Nh+iMQik6+A z`{+dxQ(p%aH&0RtHchDdmE#r$5k|64m_z2O;$<^T&II=##*T>z{c4|3p(bPHH-1MFtbqKWHi-nNpYr;@g8Y?g?Da&uH+1 z{O$jMs{w+K{+;5yXG4HfmuprL4UG7IP!9gogiAG+FCW(|^z}E{j1&kO495r>gtDHP zti0e1v}>80J}o5Wx(zOLgDb)|@pCpiR$jL$8eOXQI3A#Scki=o7|gq7`@h5E|3}C> z7t-m$9WIzt?17_yf|nEWi{stINlj_zx%ZL+rS}Ul0+eq&0+GmnZG_$_oTW^6Mh)Fl z)MUJ0B?M}O)P@5D@4Q}uDVV2~{|+X-1xs&S_a}v?3sPPAkaiEA_8w{{Y=8q^I{@Kx z1IS6M$CIn1%>zjMG^mgRo_u6VN&gfzf*~}0D4rtpxy$lzdPXmgYi=$HRdNq9FH8SHgGsTs2LrqOIi>_nr<2P zdaZK(8Dkm!(|tEM77GqCZyGvRMCSH3R-2MEw~R_lyM?K5?Frw8e{%RJGyuyqCN5ms8ybR8*;4>EzmjO--Cxnp2jK|N92$ME%Fck^Swxp63jXMtRvkbKLo@48_ki*~)1T>PlN-hQKGz^zopEil-kCikjv#B_$!No(hF`5h<=D>YczV9Jp3 zsio3J#tGCHD7l$2=J>}CCs6K9jB=HqU;gu}zyA$&zJv7xoVpJJ=z?fveC~_iXLHv= z=$CgVPE)5s>V|Ilukmd%K3vGuPv2)$9hflwHle@Wb}M2Fglii+Z(vN1L_tTs*b@Br zfk0_Bmf!{U;t<%JTN}Z>W>6{~OpRBMlWK$`TUvA=FC}v zQXuwsfb#s}Q29@=$X`A#Xl>2c6b?{Y<5vFi*GI|$a7f?IoGU#U7`SfMKG*7IC5-of z5uE&LUV6ky(tBdV*V=kF{&xAva#>iqe>!nOYO!r%Bs5N5G}#0c2paxB_`vWo(n`g~ zFXcciO`J-URnJzoJCQvTD(=+dIZIzj@$d#qm*8fR)KdZzDGWJ7XJsK@c z4}N|+z3kN63riO-J&|8@*K!0TrOQz94MoqCi)+s(Z5iKI@2W!i|8dXY?uS5U{;3!K zt3Q7IghG(L9!<3RZ0dZyq!#S)jIMp=iO91}Wu*$@hwvJ7`hkt*yWN7v-8UUI{{8-; m{#(MLU-|#NYXrntEVd@N>iwB|$+z3UKLcHp^QC89qW>3CHTlc{ From 822cc55b027630f31d5409e48abc355097b1f917 Mon Sep 17 00:00:00 2001 From: Matea Pesic <80577904+matea16@users.noreply.github.com> Date: Fri, 23 May 2025 08:55:55 +0200 Subject: [PATCH 24/24] Update Memgraph integration (#850) ## Description Update Memgraph integration with the missing abstract methods `get_neighbors`, `get_node`, `get_nodes` ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: github-actions[bot] --- .env.template | 4 ++-- CONTRIBUTORS.md | 12 +++++++++++ .../graph/memgraph/memgraph_adapter.py | 21 ++++++++++++++++++- 3 files changed, 34 insertions(+), 3 deletions(-) create mode 100644 CONTRIBUTORS.md diff --git a/.env.template b/.env.template index cfcb62bb45..4cc11d96e7 100644 --- a/.env.template +++ b/.env.template @@ -27,9 +27,9 @@ EMBEDDING_API_VERSION="" EMBEDDING_DIMENSIONS=3072 EMBEDDING_MAX_TOKENS=8191 -# "neo4j", "networkx" or "kuzu" +# "neo4j", "networkx", "kuzu" or "memgraph" GRAPH_DATABASE_PROVIDER="networkx" -# Only needed if using neo4j +# Only needed if using neo4j or memgraph GRAPH_DATABASE_URL= GRAPH_DATABASE_USERNAME= GRAPH_DATABASE_PASSWORD= diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md new file mode 100644 index 0000000000..523695a95a --- /dev/null +++ b/CONTRIBUTORS.md @@ -0,0 +1,12 @@ +## 💫 Contributors + +Thanks to our amazing contributors! 💖 + + + + + +## 🏆 Top Contributors + +| Rank | Contributor | Contributions | +|------|------------|---------------| diff --git a/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py index 5ef4380770..f741439719 100644 --- a/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py +++ b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py @@ -358,13 +358,32 @@ async def get_successors(self, node_id: str, edge_label: str = None) -> list[str return [result["successor"] for result in results] - async def get_neighbours(self, node_id: str) -> List[Dict[str, Any]]: + async def get_neighbors(self, node_id: str) -> List[Dict[str, Any]]: predecessors, successors = await asyncio.gather( self.get_predecessors(node_id), self.get_successors(node_id) ) return predecessors + successors + async def get_node(self, node_id: str) -> Optional[Dict[str, Any]]: + """Get a single node by ID.""" + query = """ + MATCH (node {id: $node_id}) + RETURN node + """ + results = await self.query(query, {"node_id": node_id}) + return results[0]["node"] if results else None + + async def get_nodes(self, node_ids: List[str]) -> List[Dict[str, Any]]: + """Get multiple nodes by their IDs.""" + query = """ + UNWIND $node_ids AS id + MATCH (node {id: id}) + RETURN node + """ + results = await self.query(query, {"node_ids": node_ids}) + return [result["node"] for result in results] + async def get_connections(self, node_id: UUID) -> list: predecessors_query = """ MATCH (node)<-[relation]-(neighbour)

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