From 55d359efa36d3777376c82e6456c1abddbd42aeb Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Mon, 9 Oct 2023 23:25:31 +0530 Subject: [PATCH 01/21] =?UTF-8?q?=F0=9F=8E=89=20Official=20STGraph=20Docum?= =?UTF-8?q?entation=20started?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/Makefile | 4 +- docs/_static/Seastar_docs_logo.png | Bin 123649 -> 0 bytes docs/_static/custom.css | 16 ---- docs/api_references/seastar_datasets.rst | 2 - docs/api_references/seastar_gnn.rst | 2 - docs/api_references/seastar_temporal_gnn.rst | 2 - .../developer_manual/developer_manual.rst | 8 -- .../developer_manual/map_of_seastar.rst | 2 - docs/developers_guide/extending_seastar.rst | 2 - docs/developers_guide/glossary.rst | 2 - docs/developers_guide/release_notes.rst | 2 - docs/index.rst | 41 --------- docs/make.bat | 4 +- docs/{ => source}/conf.py | 32 +++---- .../contributors_guide/setting_up/index.rst | 2 + .../dev_guide/stgraph_architecture/index.rst | 2 + .../generated/stgraph.compiler.autodiff.rst | 29 +++++++ .../stgraph.compiler.execution_unit.rst | 32 +++++++ docs/source/getting_started/index.rst | 8 ++ docs/source/index.rst | 79 ++++++++++++++++++ docs/source/install/index.rst | 4 + .../package_reference/compiler/autodiff.rst | 4 + .../compiler/execution_unit.rst | 4 + .../package_reference/compiler/index.rst | 10 +++ .../package_reference/dataset/index.rst | 2 + docs/source/package_reference/graph/index.rst | 2 + docs/source/package_reference/nn/index.rst | 2 + docs/source/tutorial/gnn/index.rst | 6 ++ docs/source/tutorial/index.rst | 2 + docs/source/tutorial/tgnn/index.rst | 6 ++ .../user_guide/gnn_fundamentals/index.rst | 2 + docs/user_guide/installation.rst | 2 - docs/user_guide/seastar tutorial.rst | 2 - stgraph/compiler/autodiff.py | 25 +++--- stgraph/compiler/execution_unit.py | 24 ++++++ 35 files changed, 250 insertions(+), 118 deletions(-) delete mode 100644 docs/_static/Seastar_docs_logo.png delete mode 100644 docs/_static/custom.css delete mode 100644 docs/api_references/seastar_datasets.rst delete mode 100644 docs/api_references/seastar_gnn.rst delete mode 100644 docs/api_references/seastar_temporal_gnn.rst delete mode 100644 docs/developers_guide/developer_manual/developer_manual.rst delete mode 100644 docs/developers_guide/developer_manual/map_of_seastar.rst delete mode 100644 docs/developers_guide/extending_seastar.rst delete mode 100644 docs/developers_guide/glossary.rst delete mode 100644 docs/developers_guide/release_notes.rst delete mode 100644 docs/index.rst rename docs/{ => source}/conf.py (65%) create mode 100644 docs/source/contributors_guide/setting_up/index.rst create mode 100644 docs/source/dev_guide/stgraph_architecture/index.rst create mode 100644 docs/source/generated/stgraph.compiler.autodiff.rst create mode 100644 docs/source/generated/stgraph.compiler.execution_unit.rst create mode 100644 docs/source/getting_started/index.rst create mode 100644 docs/source/index.rst create mode 100644 docs/source/install/index.rst create mode 100644 docs/source/package_reference/compiler/autodiff.rst create mode 100644 docs/source/package_reference/compiler/execution_unit.rst create mode 100644 docs/source/package_reference/compiler/index.rst create mode 100644 docs/source/package_reference/dataset/index.rst create mode 100644 docs/source/package_reference/graph/index.rst create mode 100644 docs/source/package_reference/nn/index.rst create mode 100644 docs/source/tutorial/gnn/index.rst create mode 100644 docs/source/tutorial/index.rst create mode 100644 docs/source/tutorial/tgnn/index.rst create mode 100644 docs/source/user_guide/gnn_fundamentals/index.rst delete mode 100644 docs/user_guide/installation.rst delete mode 100644 docs/user_guide/seastar tutorial.rst diff --git a/docs/Makefile b/docs/Makefile index d4bb2cbb..d0c3cbf1 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -5,8 +5,8 @@ # from the environment for the first two. 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a/docs/api_references/seastar_datasets.rst +++ /dev/null @@ -1,2 +0,0 @@ -STGraph Datasets -################ \ No newline at end of file diff --git a/docs/api_references/seastar_gnn.rst b/docs/api_references/seastar_gnn.rst deleted file mode 100644 index e2ecbe82..00000000 --- a/docs/api_references/seastar_gnn.rst +++ /dev/null @@ -1,2 +0,0 @@ -STGraph GNN -########### \ No newline at end of file diff --git a/docs/api_references/seastar_temporal_gnn.rst b/docs/api_references/seastar_temporal_gnn.rst deleted file mode 100644 index b0a59600..00000000 --- a/docs/api_references/seastar_temporal_gnn.rst +++ /dev/null @@ -1,2 +0,0 @@ -STGraph Temporal GNN -#################### \ No newline at end of file diff --git a/docs/developers_guide/developer_manual/developer_manual.rst b/docs/developers_guide/developer_manual/developer_manual.rst deleted file mode 100644 index 5836a0fb..00000000 --- a/docs/developers_guide/developer_manual/developer_manual.rst +++ /dev/null @@ -1,8 +0,0 @@ -Developer Manual -################ - -.. toctree:: - :maxdepth: 2 - :caption: Table of Contents - - map_of_stgraph \ No newline at end of file diff --git a/docs/developers_guide/developer_manual/map_of_seastar.rst b/docs/developers_guide/developer_manual/map_of_seastar.rst deleted file mode 100644 index e62d79ed..00000000 --- a/docs/developers_guide/developer_manual/map_of_seastar.rst +++ /dev/null @@ -1,2 +0,0 @@ -Map of STGraph Repository -######################### \ No newline at end of file diff --git a/docs/developers_guide/extending_seastar.rst b/docs/developers_guide/extending_seastar.rst deleted file mode 100644 index 3731b654..00000000 --- a/docs/developers_guide/extending_seastar.rst +++ /dev/null @@ -1,2 +0,0 @@ -Extending STGraph -################# \ No newline at end of file diff --git a/docs/developers_guide/glossary.rst b/docs/developers_guide/glossary.rst deleted file mode 100644 index bed97f44..00000000 --- a/docs/developers_guide/glossary.rst +++ /dev/null @@ -1,2 +0,0 @@ -Glossary -######## \ No newline at end of file diff --git a/docs/developers_guide/release_notes.rst b/docs/developers_guide/release_notes.rst deleted file mode 100644 index 8f00ff77..00000000 --- a/docs/developers_guide/release_notes.rst +++ /dev/null @@ -1,2 +0,0 @@ -Release Notes -############# \ No newline at end of file diff --git a/docs/index.rst b/docs/index.rst deleted file mode 100644 index d58caa61..00000000 --- a/docs/index.rst +++ /dev/null @@ -1,41 +0,0 @@ -.. STGraph documentation master file, created by - sphinx-quickstart on Thu Apr 13 11:45:42 2023. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -STGraph Tutorial and Documentation -################################## - -Using vertex-centric programming to build GNNs - -Getting Started -=============== - -.. toctree:: - :maxdepth: 2 - :caption: User Guide - - user_guide/installation - user_guide/stgraph tutorial - -.. toctree:: - :maxdepth: 2 - :caption: API References - - api_references/stgraph_gnn - api_references/stgraph_temporal_gnn - api_references/stgraph_datasets - -.. toctree:: - :maxdepth: 2 - :caption: Developers Guide - - developers_guide/extending_stgraph - developers_guide/developer_manual/developer_manual - developers_guide/glossary - developers_guide/release_notes - -.. - * :ref:`genindex` - * :ref:`modindex` - * :ref:`search` diff --git a/docs/make.bat b/docs/make.bat index 954237b9..dc1312ab 100644 --- a/docs/make.bat +++ b/docs/make.bat @@ -7,8 +7,8 @@ REM Command file for Sphinx documentation if "%SPHINXBUILD%" == "" ( set SPHINXBUILD=sphinx-build ) -set SOURCEDIR=. -set BUILDDIR=_build +set SOURCEDIR=source +set BUILDDIR=build %SPHINXBUILD% >NUL 2>NUL if errorlevel 9009 ( diff --git a/docs/conf.py b/docs/source/conf.py similarity index 65% rename from docs/conf.py rename to docs/source/conf.py index 795adab7..497df457 100644 --- a/docs/conf.py +++ b/docs/source/conf.py @@ -6,41 +6,31 @@ # -- Project information ----------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information -import sphinx_rtd_theme -import os +import pathlib import sys - -# Temporary fix to ensure that the stgraph codebase can be accessed -sys.path.insert(0,os.path.abspath('../python')) - -html_theme = 'sphinx_rtd_theme' -html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] - -html_theme = 'sphinx_rtd_theme' -html_static_path = ['_static'] -html_logo = "_static/STGraph_docs_logo.png" -html_theme_options = { - 'logo_only': True, - 'display_version': False, -} - -html_css_files = ["custom.css"] +sys.path.insert(0, pathlib.Path(__file__).parents[2].resolve().as_posix()) project = 'STGraph' copyright = '2023, Joel Mathew Cherian, Nithin Puthalath Manoj' author = 'Joel Mathew Cherian, Nithin Puthalath Manoj' -release = '0.2.0' +release = '1.0.0' # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = ['sphinx.ext.autodoc'] +extensions = [ + 'sphinx.ext.autodoc', + 'sphinx.ext.autosummary', + 'sphinx.ext.napoleon' +] templates_path = ['_templates'] -exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] +exclude_patterns = [] # -- Options for HTML output ------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output +html_theme = 'sphinx_rtd_theme' +html_static_path = ['_static'] diff --git a/docs/source/contributors_guide/setting_up/index.rst b/docs/source/contributors_guide/setting_up/index.rst new file mode 100644 index 00000000..847556ac --- /dev/null +++ b/docs/source/contributors_guide/setting_up/index.rst @@ -0,0 +1,2 @@ +Setting up the codebase +======================= \ No newline at end of file diff --git a/docs/source/dev_guide/stgraph_architecture/index.rst b/docs/source/dev_guide/stgraph_architecture/index.rst new file mode 100644 index 00000000..c621ddff --- /dev/null +++ b/docs/source/dev_guide/stgraph_architecture/index.rst @@ -0,0 +1,2 @@ +STGraph Architecture +==================== \ No newline at end of file diff --git a/docs/source/generated/stgraph.compiler.autodiff.rst b/docs/source/generated/stgraph.compiler.autodiff.rst new file mode 100644 index 00000000..a6777cd4 --- /dev/null +++ b/docs/source/generated/stgraph.compiler.autodiff.rst @@ -0,0 +1,29 @@ +stgraph.compiler.autodiff +========================= + +.. automodule:: stgraph.compiler.autodiff + + + + + + + + .. rubric:: Functions + + .. autosummary:: + + diff + + + + + + + + + + + + + diff --git a/docs/source/generated/stgraph.compiler.execution_unit.rst b/docs/source/generated/stgraph.compiler.execution_unit.rst new file mode 100644 index 00000000..b5a8aff3 --- /dev/null +++ b/docs/source/generated/stgraph.compiler.execution_unit.rst @@ -0,0 +1,32 @@ +stgraph.compiler.execution\_unit +================================ + +.. automodule:: stgraph.compiler.execution_unit + + + + + + + + + + + + .. rubric:: Classes + + .. autosummary:: + + ExecutionUnit + FeatureAdaptiveKernel + Kernel + V2Kernel + + + + + + + + + diff --git a/docs/source/getting_started/index.rst b/docs/source/getting_started/index.rst new file mode 100644 index 00000000..6d951dba --- /dev/null +++ b/docs/source/getting_started/index.rst @@ -0,0 +1,8 @@ +What is STGraph +=============== + +.. note:: + + Talk in-depth about STGraph. How it is faster than state-of-the art packages out there. + What features it provides. Where STGraph can be used and so on. But need not go into the + specific details of STGraph. That can be included in the Developers Guide section. \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst new file mode 100644 index 00000000..02c835d4 --- /dev/null +++ b/docs/source/index.rst @@ -0,0 +1,79 @@ +.. STGraph documentation master file, created by + sphinx-quickstart on Sat Sep 23 13:33:44 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +STGraph's Documentation and Tutorials! +====================================== + +.. note:: + + Write a compelling and flattering introduction about STGraph + +Getting Started +--------------- + +.. note:: + + Explain how the user can use this documentation. Where they should go next and what they should + do to get familiar with STGraph + +.. toctree:: + :maxdepth: 1 + :caption: Getting Started + :hidden: + :glob: + + getting_started/index + install/index + +.. toctree:: + :maxdepth: 1 + :caption: Tutorials + :hidden: + :glob: + + tutorial/gnn/index + tutorial/tgnn/index + +.. toctree:: + :maxdepth: 1 + :caption: Package Reference + :hidden: + :glob: + + package_reference/compiler/index + package_reference/dataset/index + package_reference/graph/index + package_reference/nn/index + +.. toctree:: + :maxdepth: 1 + :caption: User Guide + :hidden: + :glob: + + user_guide/gnn_fundamentals/index + +.. toctree:: + :maxdepth: 1 + :caption: Developers Guide + :hidden: + :glob: + + dev_guide/stgraph_architecture/index + +.. toctree:: + :maxdepth: 1 + :caption: Contributors Guide + :hidden: + :glob: + + contributors_guide/setting_up/index + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/source/install/index.rst b/docs/source/install/index.rst new file mode 100644 index 00000000..8be3f344 --- /dev/null +++ b/docs/source/install/index.rst @@ -0,0 +1,4 @@ +Installation +============ + +This page will run you through step-by-step on how to install STGraph \ No newline at end of file diff --git a/docs/source/package_reference/compiler/autodiff.rst b/docs/source/package_reference/compiler/autodiff.rst new file mode 100644 index 00000000..5232253e --- /dev/null +++ b/docs/source/package_reference/compiler/autodiff.rst @@ -0,0 +1,4 @@ +autodiff +======== + +.. autofunction:: stgraph.compiler.autodiff.diff \ No newline at end of file diff --git a/docs/source/package_reference/compiler/execution_unit.rst b/docs/source/package_reference/compiler/execution_unit.rst new file mode 100644 index 00000000..e07e8f4e --- /dev/null +++ b/docs/source/package_reference/compiler/execution_unit.rst @@ -0,0 +1,4 @@ +execution_unit +============== + +.. autoclass:: stgraph.compiler.execution_unit.V2Kernel \ No newline at end of file diff --git a/docs/source/package_reference/compiler/index.rst b/docs/source/package_reference/compiler/index.rst new file mode 100644 index 00000000..c5b6d10b --- /dev/null +++ b/docs/source/package_reference/compiler/index.rst @@ -0,0 +1,10 @@ +stgraph.compiler +================ + +.. currentmodule:: stgraph.compiler + +.. autosummary:: + :toctree: ../../generated/ + + autodiff + execution_unit \ No newline at end of file diff --git a/docs/source/package_reference/dataset/index.rst b/docs/source/package_reference/dataset/index.rst new file mode 100644 index 00000000..c304d219 --- /dev/null +++ b/docs/source/package_reference/dataset/index.rst @@ -0,0 +1,2 @@ +stgraph.dataset +=============== \ No newline at end of file diff --git a/docs/source/package_reference/graph/index.rst b/docs/source/package_reference/graph/index.rst new file mode 100644 index 00000000..f8e0a62e --- /dev/null +++ b/docs/source/package_reference/graph/index.rst @@ -0,0 +1,2 @@ +stgraph.graph +============= \ No newline at end of file diff --git a/docs/source/package_reference/nn/index.rst b/docs/source/package_reference/nn/index.rst new file mode 100644 index 00000000..a1730447 --- /dev/null +++ b/docs/source/package_reference/nn/index.rst @@ -0,0 +1,2 @@ +stgraph.nn +========== \ No newline at end of file diff --git a/docs/source/tutorial/gnn/index.rst b/docs/source/tutorial/gnn/index.rst new file mode 100644 index 00000000..6300f174 --- /dev/null +++ b/docs/source/tutorial/gnn/index.rst @@ -0,0 +1,6 @@ +Training your first GNN +======================= + +.. note:: + + A detailed tutorial about training your first GNN \ No newline at end of file diff --git a/docs/source/tutorial/index.rst b/docs/source/tutorial/index.rst new file mode 100644 index 00000000..35224c62 --- /dev/null +++ b/docs/source/tutorial/index.rst @@ -0,0 +1,2 @@ +Introduction Example +==================== \ No newline at end of file diff --git a/docs/source/tutorial/tgnn/index.rst b/docs/source/tutorial/tgnn/index.rst new file mode 100644 index 00000000..2fb2e1e8 --- /dev/null +++ b/docs/source/tutorial/tgnn/index.rst @@ -0,0 +1,6 @@ +Training a Temporal-GNN +======================= + +.. note:: + + A detailed tutorial about training a TGNN. \ No newline at end of file diff --git a/docs/source/user_guide/gnn_fundamentals/index.rst b/docs/source/user_guide/gnn_fundamentals/index.rst new file mode 100644 index 00000000..91fa8e35 --- /dev/null +++ b/docs/source/user_guide/gnn_fundamentals/index.rst @@ -0,0 +1,2 @@ +Fundamentals of GNNs +==================== \ No newline at end of file diff --git a/docs/user_guide/installation.rst b/docs/user_guide/installation.rst deleted file mode 100644 index c021bc22..00000000 --- a/docs/user_guide/installation.rst +++ /dev/null @@ -1,2 +0,0 @@ -Installation -############ \ No newline at end of file diff --git a/docs/user_guide/seastar tutorial.rst b/docs/user_guide/seastar tutorial.rst deleted file mode 100644 index 9d292bbd..00000000 --- a/docs/user_guide/seastar tutorial.rst +++ /dev/null @@ -1,2 +0,0 @@ -STGraph Tutorial -################ \ No newline at end of file diff --git a/stgraph/compiler/autodiff.py b/stgraph/compiler/autodiff.py index fe71cb46..ef0040f5 100644 --- a/stgraph/compiler/autodiff.py +++ b/stgraph/compiler/autodiff.py @@ -1,3 +1,5 @@ +"""The auto-differentiation module""" + from collections import deque, defaultdict import copy @@ -12,7 +14,8 @@ from stgraph.compiler.debugging.stgraph_logger import print_log def diff(vars, grads, forward_units, fprog): - ''' + """The forward graph differentiator + For each var we find the statment that computes it, then we use itself as well as its grad to get the statements to calculate or accumulate the gradient for each of its imputs. @@ -23,15 +26,17 @@ def diff(vars, grads, forward_units, fprog): variable. If the var is in stopping var, there is no need to propogate further as the task will be delegated to backend system. - args: - vars : the var that has gradient to propogate back. Determined by zoomOut - grads : the coresponding gradient for each var - forward_units : forward execution units - - return: - BProg : differentiated program to compute the gradients - grad_map : the gradient map of vars - ''' + :param vars: The var that has gradient to propogate back, determined by zoomOut + :type vars: Var + + :param grads: The coresponding gradient for each var + + :param forward_units: Forward execution units + + :return: The differentiated program to compute the gradients + :rtype: BProg + """ + assert len(vars) == len(grads), 'Each var must have a corresponding grad' BProg = Program() q = deque() diff --git a/stgraph/compiler/execution_unit.py b/stgraph/compiler/execution_unit.py index 4a3588d9..4540ac20 100644 --- a/stgraph/compiler/execution_unit.py +++ b/stgraph/compiler/execution_unit.py @@ -1,3 +1,5 @@ +"""The fundamental execution unit of STGraph""" + import math import snoop from .code_gen.cuda_driver import * @@ -372,6 +374,28 @@ def run(self, tensor_list): raise e class V2Kernel(Kernel): + r"""The Version 2 Kernel + + This class contains the parameters for the second version of the kernel + written for STGraph + + Parameters + ---------- + + num_nodes : int + Number of nodes present in the graph + row_offsets_ptr : c_type + Pointer to the row offset array + col_indices_ptr : c_type + Pointer to the column indicies array + + Attributes + ---------- + scalar_args : list[c_types] + List of the scalar arguments passed to the kernel + launch_config : list[int] + List of the kernel launch configurations + """ def __init__(self, num_nodes, row_offsets_ptr, col_indices_ptr, eids_ptr, max_dims, kernel_name, compiled_module, launch_config, tile_sizes): self.scalar_args = [c_int(num_nodes), c_int(max_dims[1]), c_int(max_dims[0]), c_int(tile_sizes[0]), c_int(tile_sizes[1])] self.const_kernel_args = [c_void_p(row_offsets_ptr), c_void_p(eids_ptr), c_void_p(col_indices_ptr)] + self.scalar_args From e0bdb161e00643e019abc56e0ff5869cc7654c2a Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Tue, 17 Oct 2023 15:40:15 +0530 Subject: [PATCH 02/21] =?UTF-8?q?=F0=9F=93=9D=20Added=20the=20installation?= =?UTF-8?q?=20guide=20to=20docs?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .gitignore | 2 + .idea/STGraph.iml | 12 ++ .../inspectionProfiles/profiles_settings.xml | 6 + .idea/modules.xml | 8 + .idea/vcs.xml | 6 + .idea/workspace.xml | 50 ++++++ benchmarking/gat/seastar/train.py | 148 ++++++++++-------- benchmarking/gcn/seastar/train.py | 88 ++++++----- docs/source/conf.py | 59 ++++--- .../contributors_guide/setting_up/index.rst | 2 - .../dev_guide/stgraph_architecture/index.rst | 2 - .../generated/stgraph.compiler.autodiff.rst | 29 ---- .../stgraph.compiler.execution_unit.rst | 32 ---- docs/source/getting_started/index.rst | 8 - docs/source/index.rst | 63 +------- docs/source/install/index.rst | 136 +++++++++++++++- .../package_reference/compiler/autodiff.rst | 4 - .../compiler/execution_unit.rst | 4 - .../package_reference/compiler/index.rst | 10 -- .../package_reference/dataset/index.rst | 2 - docs/source/package_reference/graph/index.rst | 2 - docs/source/package_reference/nn/index.rst | 2 - docs/source/tutorial/gnn/index.rst | 6 - docs/source/tutorial/index.rst | 2 - docs/source/tutorial/tgnn/index.rst | 6 - .../user_guide/gnn_fundamentals/index.rst | 2 - stgraph/compiler/__init__.py | 4 +- stgraph/graph/STGraphBase.py | 61 +++++++- 28 files changed, 447 insertions(+), 309 deletions(-) create mode 100644 .idea/STGraph.iml create mode 100644 .idea/inspectionProfiles/profiles_settings.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/vcs.xml create mode 100644 .idea/workspace.xml delete mode 100644 docs/source/contributors_guide/setting_up/index.rst delete mode 100644 docs/source/dev_guide/stgraph_architecture/index.rst delete mode 100644 docs/source/generated/stgraph.compiler.autodiff.rst delete mode 100644 docs/source/generated/stgraph.compiler.execution_unit.rst delete mode 100644 docs/source/getting_started/index.rst delete mode 100644 docs/source/package_reference/compiler/autodiff.rst delete mode 100644 docs/source/package_reference/compiler/execution_unit.rst delete mode 100644 docs/source/package_reference/compiler/index.rst delete mode 100644 docs/source/package_reference/dataset/index.rst delete mode 100644 docs/source/package_reference/graph/index.rst delete mode 100644 docs/source/package_reference/nn/index.rst delete mode 100644 docs/source/tutorial/gnn/index.rst delete mode 100644 docs/source/tutorial/index.rst delete mode 100644 docs/source/tutorial/tgnn/index.rst delete mode 100644 docs/source/user_guide/gnn_fundamentals/index.rst diff --git a/.gitignore b/.gitignore index 9005bca7..0f8eeb4e 100644 --- a/.gitignore +++ b/.gitignore @@ -14,6 +14,8 @@ benchmarking/results/ stgraph/build/ stgraph/dist/ docs/_build +docs_old/ +docs_v2/ __pycache__/ .DS_Store *.so diff --git a/.idea/STGraph.iml b/.idea/STGraph.iml new file mode 100644 index 00000000..8b8c3954 --- /dev/null +++ b/.idea/STGraph.iml @@ -0,0 +1,12 @@ + + + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 00000000..105ce2da --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 00000000..1fbfa1d3 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 00000000..94a25f7f --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/.idea/workspace.xml b/.idea/workspace.xml new file mode 100644 index 00000000..3cf40740 --- /dev/null +++ b/.idea/workspace.xml @@ -0,0 +1,50 @@ + + + + + + + + + + + + + + + + + + 1696944579134 + + + + + + + \ No newline at end of file diff --git a/benchmarking/gat/seastar/train.py b/benchmarking/gat/seastar/train.py index aaa52fab..857addc0 100644 --- a/benchmarking/gat/seastar/train.py +++ b/benchmarking/gat/seastar/train.py @@ -25,8 +25,8 @@ def train(args): cora = CoraDataLoader(verbose=True) # To account for the initial CUDA Context object for pynvml - tmp = StaticGraph([(0,0)], [1], 1) - + tmp = StaticGraph([(0, 0)], [1], 1) + features = torch.FloatTensor(cora.get_all_features()) labels = torch.LongTensor(cora.get_all_targets()) train_mask = cora.get_train_mask() @@ -49,15 +49,15 @@ def train(args): assert train_mask.shape[0] == num_nodes - print('dataset {}'.format("Cora")) - print('# of edges : {}'.format(num_edges)) - print('# of nodes : {}'.format(num_nodes)) - print('# of features : {}'.format(num_feats)) + print("dataset {}".format("Cora")) + print("# of edges : {}".format(num_edges)) + print("# of nodes : {}".format(num_nodes)) + print("# of features : {}".format(num_feats)) features = torch.FloatTensor(features) labels = torch.LongTensor(labels) - if hasattr(torch, 'BoolTensor'): + if hasattr(torch, "BoolTensor"): train_mask = torch.BoolTensor(train_mask) else: @@ -74,17 +74,19 @@ def train(args): # create model heads = ([args.num_heads] * args.num_layers) + [args.num_out_heads] - model = GAT(g, - args.num_layers, - num_feats, - args.num_hidden, - n_classes, - heads, - F.elu, - args.in_drop, - args.attn_drop, - args.negative_slope, - args.residual) + model = GAT( + g, + args.num_layers, + num_feats, + args.num_hidden, + n_classes, + heads, + F.elu, + args.in_drop, + args.attn_drop, + args.negative_slope, + args.residual, + ) print(model) if args.early_stop: stopper = EarlyStopping(patience=100) @@ -94,7 +96,8 @@ def train(args): # use optimizer optimizer = torch.optim.Adam( - model.parameters(), lr=args.lr, weight_decay=args.weight_decay) + model.parameters(), lr=args.lr, weight_decay=args.weight_decay + ) # initialize graph dur = [] @@ -103,8 +106,8 @@ def train(args): Used_memory = 0 for epoch in range(args.num_epochs): - #print('epoch = ', epoch) - #print('mem0 = {}'.format(mem0)) + # print('epoch = ', epoch) + # print('mem0 = {}'.format(mem0)) torch.cuda.synchronize() tf = time.time() model.train() @@ -120,7 +123,7 @@ def train(args): torch.cuda.synchronize() loss.backward() optimizer.step() - t2 =time.time() + t2 = time.time() run_time_this_epoch = t2 - tf if epoch >= 3: @@ -131,56 +134,77 @@ def train(args): train_acc = accuracy(logits[train_mask], labels[train_mask]) - #log for each step - print('Epoch {:05d} | Time(s) {:.4f} | train_acc {:.6f} | Used_Memory {:.6f} mb'.format( - epoch, run_time_this_epoch, train_acc, (now_mem * 1.0 / (1024**2)) - )) + # log for each step + print( + "Epoch {:05d} | Time(s) {:.4f} | train_acc {:.6f} | Used_Memory {:.6f} mb".format( + epoch, run_time_this_epoch, train_acc, (now_mem * 1.0 / (1024**2)) + ) + ) if args.early_stop: - model.load_state_dict(torch.load('es_checkpoint.pt')) + model.load_state_dict(torch.load("es_checkpoint.pt")) - #OUTPUT we need - avg_run_time = avg_run_time *1. / record_time - Used_memory /= (1024**3) - print('^^^{:6f}^^^{:6f}'.format(Used_memory, avg_run_time)) + # OUTPUT we need + avg_run_time = avg_run_time * 1.0 / record_time + Used_memory /= 1024**3 + print("^^^{:6f}^^^{:6f}".format(Used_memory, avg_run_time)) -if __name__ == '__main__': - parser = argparse.ArgumentParser(description='GAT') +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="GAT") # COMMENT IF SNOOP IS TO BE ENABLED snoop.install(enabled=False) - parser.add_argument("--gpu", type=int, default=0, - help="which GPU to use. Set -1 to use CPU.") - parser.add_argument("--num_epochs", type=int, default=200, - help="number of training epochs") - parser.add_argument("--num_heads", type=int, default=8, - help="number of hidden attention heads") - parser.add_argument("--num_out_heads", type=int, default=1, - help="number of output attention heads") - parser.add_argument("--num_layers", type=int, default=1, - help="number of hidden layers") - parser.add_argument("--num_hidden", type=int, default=32, - help="number of hidden units") - parser.add_argument("--residual", action="store_true", default=False, - help="use residual connection") - parser.add_argument("--in_drop", type=float, default=.6, - help="input feature dropout") - parser.add_argument("--attn_drop", type=float, default=.6, - help="attention dropout") - parser.add_argument("--lr", type=float, default=0.005, - help="learning rate") - parser.add_argument('--weight_decay', type=float, default=5e-4, - help="weight decay") - parser.add_argument('--negative_slope', type=float, default=0.2, - help="the negative slope of leaky relu") - parser.add_argument('--early_stop', action='store_true', default=False, - help="indicates whether to use early stop or not") - parser.add_argument('--fastmode', action="store_true", default=False, - help="skip re-evaluate the validation set") + parser.add_argument( + "--gpu", type=int, default=0, help="which GPU to use. Set -1 to use CPU." + ) + parser.add_argument( + "--num_epochs", type=int, default=200, help="number of training epochs" + ) + parser.add_argument( + "--num_heads", type=int, default=8, help="number of hidden attention heads" + ) + parser.add_argument( + "--num_out_heads", type=int, default=1, help="number of output attention heads" + ) + parser.add_argument( + "--num_layers", type=int, default=1, help="number of hidden layers" + ) + parser.add_argument( + "--num_hidden", type=int, default=32, help="number of hidden units" + ) + parser.add_argument( + "--residual", action="store_true", default=False, help="use residual connection" + ) + parser.add_argument( + "--in_drop", type=float, default=0.6, help="input feature dropout" + ) + parser.add_argument( + "--attn_drop", type=float, default=0.6, help="attention dropout" + ) + parser.add_argument("--lr", type=float, default=0.005, help="learning rate") + parser.add_argument("--weight_decay", type=float, default=5e-4, help="weight decay") + parser.add_argument( + "--negative_slope", + type=float, + default=0.2, + help="the negative slope of leaky relu", + ) + parser.add_argument( + "--early_stop", + action="store_true", + default=False, + help="indicates whether to use early stop or not", + ) + parser.add_argument( + "--fastmode", + action="store_true", + default=False, + help="skip re-evaluate the validation set", + ) args = parser.parse_args() print(args) - + train(args) diff --git a/benchmarking/gcn/seastar/train.py b/benchmarking/gcn/seastar/train.py index b426d747..7f564f86 100644 --- a/benchmarking/gcn/seastar/train.py +++ b/benchmarking/gcn/seastar/train.py @@ -10,16 +10,16 @@ from utils import to_default_device, accuracy from model import GCN -def main(args): +def main(args): cora = CoraDataLoader(verbose=True) # To account for the initial CUDA Context object for pynvml - tmp = StaticGraph([(0,0)], [1], 1) - + tmp = StaticGraph([(0, 0)], [1], 1) + features = torch.FloatTensor(cora.get_all_features()) labels = torch.LongTensor(cora.get_all_targets()) - + train_mask = cora.get_train_mask() test_mask = cora.get_test_mask() @@ -47,7 +47,9 @@ def main(args): # A simple sanity check print("Measuerd Graph Size (pynvml): ", graph_mem, " B", flush=True) - print("Measuerd Graph Size (pynvml): ", (graph_mem)/(1024**2), " MB", flush=True) + print( + "Measuerd Graph Size (pynvml): ", (graph_mem) / (1024**2), " MB", flush=True + ) # normalization degs = torch.from_numpy(g.weighted_in_degrees()).type(torch.int32) @@ -58,23 +60,18 @@ def main(args): num_feats = features.shape[1] n_classes = int(max(labels) - min(labels) + 1) - print("Num Classes: ",n_classes) - - model = GCN(g, - num_feats, - args.num_hidden, - n_classes, - args.num_layers, - F.relu) - + print("Num Classes: ", n_classes) + + model = GCN(g, num_feats, args.num_hidden, n_classes, args.num_layers, F.relu) + if cuda: model.cuda() loss_fcn = torch.nn.CrossEntropyLoss() # use optimizer - optimizer = torch.optim.Adam(model.parameters(), - lr=args.lr, - weight_decay=args.weight_decay) + optimizer = torch.optim.Adam( + model.parameters(), lr=args.lr, weight_decay=args.weight_decay + ) # initialize graph dur = [] @@ -106,40 +103,45 @@ def main(args): dur.append(run_time_this_epoch) train_acc = accuracy(logits[train_mask], labels[train_mask]) - print('Epoch {:05d} | Time(s) {:.4f} | train_acc {:.6f} | Used_Memory {:.6f} mb '.format( - epoch, run_time_this_epoch, train_acc, (now_mem * 1.0 / (1024**2)) - )) + print( + "Epoch {:05d} | Time(s) {:.4f} | train_acc {:.6f} | Used_Memory {:.6f} mb ".format( + epoch, run_time_this_epoch, train_acc, (now_mem * 1.0 / (1024**2)) + ) + ) - Used_memory /= (1024**3) - print('^^^{:6f}^^^{:6f}'.format(Used_memory, np.mean(dur))) + Used_memory /= 1024**3 + print("^^^{:6f}^^^{:6f}".format(Used_memory, np.mean(dur))) -if __name__ == '__main__': - parser = argparse.ArgumentParser(description='GCN') +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="GCN") # COMMENT IF SNOOP IS TO BE ENABLED snoop.install(enabled=False) - parser.add_argument("--dropout", type=float, default=0.5, - help="dropout probability") - parser.add_argument("--dataset", type=str, - help="Datset to train your model") - parser.add_argument("--gpu", type=int, default=0, - help="gpu") - parser.add_argument("--lr", type=float, default=1e-2, - help="learning rate") - parser.add_argument("--num_epochs", type=int, default=200, - help="number of training epochs") - parser.add_argument("--num_hidden", type=int, default=16, - help="number of hidden gcn units") - parser.add_argument("--num_layers", type=int, default=1, - help="number of hidden gcn layers") - parser.add_argument("--weight-decay", type=float, default=5e-4, - help="Weight for L2 loss") - parser.add_argument("--self-loop", action='store_true', - help="graph self-loop (default=False)") + parser.add_argument( + "--dropout", type=float, default=0.5, help="dropout probability" + ) + parser.add_argument("--dataset", type=str, help="Datset to train your model") + parser.add_argument("--gpu", type=int, default=0, help="gpu") + parser.add_argument("--lr", type=float, default=1e-2, help="learning rate") + parser.add_argument( + "--num_epochs", type=int, default=200, help="number of training epochs" + ) + parser.add_argument( + "--num_hidden", type=int, default=16, help="number of hidden gcn units" + ) + parser.add_argument( + "--num_layers", type=int, default=1, help="number of hidden gcn layers" + ) + parser.add_argument( + "--weight-decay", type=float, default=5e-4, help="Weight for L2 loss" + ) + parser.add_argument( + "--self-loop", action="store_true", help="graph self-loop (default=False)" + ) parser.set_defaults(self_loop=False) args = parser.parse_args() print(args) - main(args) \ No newline at end of file + main(args) diff --git a/docs/source/conf.py b/docs/source/conf.py index 497df457..22d56b42 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -1,36 +1,57 @@ # Configuration file for the Sphinx documentation builder. # -# For the full list of built-in configuration values, see the documentation: +# This file only contains a selection of the most common options. For a full +# list see the documentation: # https://www.sphinx-doc.org/en/master/usage/configuration.html -# -- Project information ----------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information +# -- Path setup -------------------------------------------------------------- -import pathlib +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +# import os import sys +import pathlib + +# sys.path.insert(0, os.path.abspath('.')) sys.path.insert(0, pathlib.Path(__file__).parents[2].resolve().as_posix()) -project = 'STGraph' -copyright = '2023, Joel Mathew Cherian, Nithin Puthalath Manoj' -author = 'Joel Mathew Cherian, Nithin Puthalath Manoj' -release = '1.0.0' + +# -- Project information ----------------------------------------------------- + +project = "STGraph" +copyright = "2023, Nithin Puthalath Manoj, Joel Mathew Cherian" +author = "Nithin Puthalath Manoj, Joel Mathew Cherian" + +# The full version, including alpha/beta/rc tags +release = "1.0.0" + # -- General configuration --------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = [ - 'sphinx.ext.autodoc', - 'sphinx.ext.autosummary', - 'sphinx.ext.napoleon' -] +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = ["sphinx.ext.autodoc", "sphinx.ext.autosummary"] -templates_path = ['_templates'] -exclude_patterns = [] +# Add any paths that contain templates here, relative to this directory. +templates_path = ["_templates"] +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = [] # -- Options for HTML output ------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output -html_theme = 'sphinx_rtd_theme' -html_static_path = ['_static'] +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = "sphinx_rtd_theme" + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ["_static"] diff --git a/docs/source/contributors_guide/setting_up/index.rst b/docs/source/contributors_guide/setting_up/index.rst deleted file mode 100644 index 847556ac..00000000 --- a/docs/source/contributors_guide/setting_up/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -Setting up the codebase -======================= \ No newline at end of file diff --git a/docs/source/dev_guide/stgraph_architecture/index.rst b/docs/source/dev_guide/stgraph_architecture/index.rst deleted file mode 100644 index c621ddff..00000000 --- a/docs/source/dev_guide/stgraph_architecture/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -STGraph Architecture -==================== \ No newline at end of file diff --git a/docs/source/generated/stgraph.compiler.autodiff.rst b/docs/source/generated/stgraph.compiler.autodiff.rst deleted file mode 100644 index a6777cd4..00000000 --- a/docs/source/generated/stgraph.compiler.autodiff.rst +++ /dev/null @@ -1,29 +0,0 @@ -stgraph.compiler.autodiff -========================= - -.. automodule:: stgraph.compiler.autodiff - - - - - - - - .. rubric:: Functions - - .. autosummary:: - - diff - - - - - - - - - - - - - diff --git a/docs/source/generated/stgraph.compiler.execution_unit.rst b/docs/source/generated/stgraph.compiler.execution_unit.rst deleted file mode 100644 index b5a8aff3..00000000 --- a/docs/source/generated/stgraph.compiler.execution_unit.rst +++ /dev/null @@ -1,32 +0,0 @@ -stgraph.compiler.execution\_unit -================================ - -.. automodule:: stgraph.compiler.execution_unit - - - - - - - - - - - - .. rubric:: Classes - - .. autosummary:: - - ExecutionUnit - FeatureAdaptiveKernel - Kernel - V2Kernel - - - - - - - - - diff --git a/docs/source/getting_started/index.rst b/docs/source/getting_started/index.rst deleted file mode 100644 index 6d951dba..00000000 --- a/docs/source/getting_started/index.rst +++ /dev/null @@ -1,8 +0,0 @@ -What is STGraph -=============== - -.. note:: - - Talk in-depth about STGraph. How it is faster than state-of-the art packages out there. - What features it provides. Where STGraph can be used and so on. But need not go into the - specific details of STGraph. That can be included in the Developers Guide section. \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 02c835d4..9c04b407 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -1,75 +1,18 @@ .. STGraph documentation master file, created by - sphinx-quickstart on Sat Sep 23 13:33:44 2023. + sphinx-quickstart on Tue Oct 17 14:51:34 2023. You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -STGraph's Documentation and Tutorials! -====================================== - -.. note:: - - Write a compelling and flattering introduction about STGraph - -Getting Started ---------------- - -.. note:: - - Explain how the user can use this documentation. Where they should go next and what they should - do to get familiar with STGraph +Welcome to STGraph's documentation and tutorials! +================================================= .. toctree:: :maxdepth: 1 :caption: Getting Started - :hidden: - :glob: - getting_started/index install/index -.. toctree:: - :maxdepth: 1 - :caption: Tutorials - :hidden: - :glob: - - tutorial/gnn/index - tutorial/tgnn/index - -.. toctree:: - :maxdepth: 1 - :caption: Package Reference - :hidden: - :glob: - - package_reference/compiler/index - package_reference/dataset/index - package_reference/graph/index - package_reference/nn/index - -.. toctree:: - :maxdepth: 1 - :caption: User Guide - :hidden: - :glob: - - user_guide/gnn_fundamentals/index - -.. toctree:: - :maxdepth: 1 - :caption: Developers Guide - :hidden: - :glob: - - dev_guide/stgraph_architecture/index - -.. toctree:: - :maxdepth: 1 - :caption: Contributors Guide - :hidden: - :glob: - contributors_guide/setting_up/index Indices and tables ================== diff --git a/docs/source/install/index.rst b/docs/source/install/index.rst index 8be3f344..c71f593b 100644 --- a/docs/source/install/index.rst +++ b/docs/source/install/index.rst @@ -1,4 +1,134 @@ -Installation -============ +Installation Guide +################## -This page will run you through step-by-step on how to install STGraph \ No newline at end of file +Welcome to the STGraph installation guide that will lead you through the installation process, including prerequisites, ensuring a smooth setup +so you can start training TGNN models in your local machine. + +Installing STGraph +================== + +Begin by downloading STGraph source files from GitHub to your local machine. + +.. code-block:: bash + + git clone https://github.com/bfGraph/STGraph.git + cd STGraph + +Setting Up a Virtual Environment +================================ + +We strongly recommend creating a dedicated Python virtual environment. You can choose either conda or venv. + +**Using conda** + +.. code-block:: bash + + conda create --name stgraph + conda activate stgraph + +Installing Required Python Packages +=================================== + +To install the necessary Python packages for STGraph, use the following command. Remember to activate the ``stgraph`` virtual environment before proceeding. + +.. code-block:: bash + + pip install -r requirements.txt + +.. note:: + + You may encounter some errors or warnings during this process. You can safely ignore them for now. + +PyTorch and PyG-T Installation +============================== + +It's advisable to install PyTorch, torchvision, torchaudio, and PyTorch Geometric Temporal separately. + +.. code-block:: bash + + pip install torch torchvision torchaudio + pip install torch-scatter torch-sparse -f https://data.pyg.org/whl/torch-2.0.0+cu117.html + pip install torch-geometric-temporal + +STGraph Graph Packages Installation +=================================== + +Before proceeding further, it's essential to build the shared object (.so) file for the CUDA/C++ extension responsible for certain dynamic and static graph representations in STGraph. + +.. code-block:: bash + + cd stgraph/graph/ + ./build_static.sh + ./build_dynamic.sh gpma pcsr + +After a successful build, you can proceed with the remaining installation steps. + +Completing STGraph Installation +=============================== + +To finalize the installation of the STGraph package, execute these commands. + +.. code-block:: bash + + cd ../.. + python3 -m build && pip uninstall stgraph -y && pip install dist/stgraph-1.0.0-py3-none-any.whl + +After running these commands, confirm the correct installation of STGraph by executing + +.. code-block:: bash + + pip show stgraph + +Following these instructions will result in a successful STGraph installation, complete with all the necessary packages. + +CUDA Python +=========== + +STGraph leverages CUDA Python, offering low-level interfaces for CUDA host APIs within Python. Ensure your system meets the following requirements before proceeding. + +.. note:: + + STGraph is tested with Python CUDA version 11.7 and above, and this guide is based on Python CUDA version 12.1.0. Installation is also possible for versions 11.7 and above. + +**System Requirements** + +1. **Driver**: Linux (450.80.02 or later) / Windows (456.38 or later) +2. **CUDA Toolkit**: Versions 12.0 to 12.1 +3. **Python**: Versions 3.8 to 3.11 + +Installation via PyPI +--------------------- + +Install CUDA Python via PyPI with the following command + +.. code-block:: bash + + pip install cuda-python + +Verification +------------ + +To verify the successful installation of Python CUDA, run the provided Python script located within the STGraph directory. + +.. code-block:: bash + + cd stgraph/compiler/code_gen/ + python3 cuda_check.py + +A successful installation will yield output similar to the following, with specifics dependent on your GPU + +.. code-block:: + + Device Property Value + ─────────────────────────────────────────────────── + Number of Devices 1 + Name NVIDIA GeForce MX350 + Compute Capability 6.1 + Multiprocessor Count 5 + Concurrent Threads 10240 + GPU Clock 1468.0 MHz + Memory Clock 3504.0 MHz + Total Memory 2047.875 MiB + Free Memory 1641.7216796875 MiB + +🥳 With this, you've completed the STGraph installation and verified CUDA Python's presence on your system. \ No newline at end of file diff --git a/docs/source/package_reference/compiler/autodiff.rst b/docs/source/package_reference/compiler/autodiff.rst deleted file mode 100644 index 5232253e..00000000 --- a/docs/source/package_reference/compiler/autodiff.rst +++ /dev/null @@ -1,4 +0,0 @@ -autodiff -======== - -.. autofunction:: stgraph.compiler.autodiff.diff \ No newline at end of file diff --git a/docs/source/package_reference/compiler/execution_unit.rst b/docs/source/package_reference/compiler/execution_unit.rst deleted file mode 100644 index e07e8f4e..00000000 --- a/docs/source/package_reference/compiler/execution_unit.rst +++ /dev/null @@ -1,4 +0,0 @@ -execution_unit -============== - -.. autoclass:: stgraph.compiler.execution_unit.V2Kernel \ No newline at end of file diff --git a/docs/source/package_reference/compiler/index.rst b/docs/source/package_reference/compiler/index.rst deleted file mode 100644 index c5b6d10b..00000000 --- a/docs/source/package_reference/compiler/index.rst +++ /dev/null @@ -1,10 +0,0 @@ -stgraph.compiler -================ - -.. currentmodule:: stgraph.compiler - -.. autosummary:: - :toctree: ../../generated/ - - autodiff - execution_unit \ No newline at end of file diff --git a/docs/source/package_reference/dataset/index.rst b/docs/source/package_reference/dataset/index.rst deleted file mode 100644 index c304d219..00000000 --- a/docs/source/package_reference/dataset/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -stgraph.dataset -=============== \ No newline at end of file diff --git a/docs/source/package_reference/graph/index.rst b/docs/source/package_reference/graph/index.rst deleted file mode 100644 index f8e0a62e..00000000 --- a/docs/source/package_reference/graph/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -stgraph.graph -============= \ No newline at end of file diff --git a/docs/source/package_reference/nn/index.rst b/docs/source/package_reference/nn/index.rst deleted file mode 100644 index a1730447..00000000 --- a/docs/source/package_reference/nn/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -stgraph.nn -========== \ No newline at end of file diff --git a/docs/source/tutorial/gnn/index.rst b/docs/source/tutorial/gnn/index.rst deleted file mode 100644 index 6300f174..00000000 --- a/docs/source/tutorial/gnn/index.rst +++ /dev/null @@ -1,6 +0,0 @@ -Training your first GNN -======================= - -.. note:: - - A detailed tutorial about training your first GNN \ No newline at end of file diff --git a/docs/source/tutorial/index.rst b/docs/source/tutorial/index.rst deleted file mode 100644 index 35224c62..00000000 --- a/docs/source/tutorial/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -Introduction Example -==================== \ No newline at end of file diff --git a/docs/source/tutorial/tgnn/index.rst b/docs/source/tutorial/tgnn/index.rst deleted file mode 100644 index 2fb2e1e8..00000000 --- a/docs/source/tutorial/tgnn/index.rst +++ /dev/null @@ -1,6 +0,0 @@ -Training a Temporal-GNN -======================= - -.. note:: - - A detailed tutorial about training a TGNN. \ No newline at end of file diff --git a/docs/source/user_guide/gnn_fundamentals/index.rst b/docs/source/user_guide/gnn_fundamentals/index.rst deleted file mode 100644 index 91fa8e35..00000000 --- a/docs/source/user_guide/gnn_fundamentals/index.rst +++ /dev/null @@ -1,2 +0,0 @@ -Fundamentals of GNNs -==================== \ No newline at end of file diff --git a/stgraph/compiler/__init__.py b/stgraph/compiler/__init__.py index 58d726b4..c186208f 100644 --- a/stgraph/compiler/__init__.py +++ b/stgraph/compiler/__init__.py @@ -1,3 +1,5 @@ +"""The backbone of STGraph""" + from .stgraph import * from .program import * -from .schema import * \ No newline at end of file +from .schema import * diff --git a/stgraph/graph/STGraphBase.py b/stgraph/graph/STGraphBase.py index 3ad967f6..2e1d7fb3 100644 --- a/stgraph/graph/STGraphBase.py +++ b/stgraph/graph/STGraphBase.py @@ -1,30 +1,75 @@ from abc import ABC, abstractmethod + class STGraphBase(ABC): + r"""An abstract base class used to represent graphs in STGraph + + This abstract class outlines the interface for defining different types of graphs + used in STGraph. It provides the basic structure and methods for graph classes. + Subclasses should implement the abstract methods to provide specific graph functionality. + + Attributes + ---------- + + _ndata : dict + Dictionary that stores node related data + + _forward_graph + The forward graph object used for forward propagation + + _backward_graph + The backward graph object used for backward propagation + + fwd_row_offset_ptr + Pointer to the forward graphs row offset array + + fwd_column_indices_ptr + Pointer to the forward graphs column indices array + + fwd_eids_ptr + Pointer to the forward graphs edge ID array + + fwd_node_ids_ptr + Pointer to the forward graphs node ID array + + bwd_row_offset_ptr + Pointer to the backward graphs row offset array + + bwd_column_indices_ptr + Pointer to the backward graphs column indices array + + bwd_eids_ptr + Pointer to the backward graphs edge ID array + + bwd_node_ids_ptr + Pointer to the backward graphs node ID array + + """ + def __init__(self): self._ndata = {} - + self._forward_graph = None self._backward_graph = None - + self.fwd_row_offset_ptr = None self.fwd_column_indices_ptr = None self.fwd_eids_ptr = None self.fwd_node_ids_ptr = None - + self.bwd_row_offset_ptr = None self.bwd_column_indices_ptr = None self.bwd_eids_ptr = None self.bwd_node_ids_ptr = None - + @abstractmethod def _get_graph_csr_ptrs(self): pass - + @abstractmethod def get_num_nodes(self): pass - + @abstractmethod def get_num_edges(self): pass @@ -36,8 +81,8 @@ def get_ndata(self, field): @abstractmethod def set_ndata(self, field, val): pass - + @property @abstractmethod def graph_type(self): - pass \ No newline at end of file + pass From 5f9f4acbaf781813feca4abc24e585b411a73639 Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Tue, 17 Oct 2023 22:15:43 +0530 Subject: [PATCH 03/21] =?UTF-8?q?=F0=9F=9A=A7=20Dataset=20docs=20in=20prog?= =?UTF-8?q?ress?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Just added the docs page for Cora Dataset --- docs/source/_templates/class.rst | 10 +++ docs/source/conf.py | 6 +- ...graph.compiler.execution_unit.V2Kernel.rst | 11 +++ ....dataset.CoraDataLoader.CoraDataLoader.rst | 11 +++ docs/source/index.rst | 9 ++ docs/source/install/index.rst | 26 +++++- docs/source/package_reference/index.rst | 8 ++ .../package_reference/stgraph.compiler.rst | 15 ++++ .../package_reference/stgraph.dataset.rst | 15 ++++ stgraph/dataset/CoraDataLoader.py | 86 +++++++++++++++---- 10 files changed, 177 insertions(+), 20 deletions(-) create mode 100644 docs/source/_templates/class.rst create mode 100644 docs/source/generated/stgraph.compiler.execution_unit.V2Kernel.rst create mode 100644 docs/source/generated/stgraph.dataset.CoraDataLoader.CoraDataLoader.rst create mode 100644 docs/source/package_reference/index.rst create mode 100644 docs/source/package_reference/stgraph.compiler.rst create mode 100644 docs/source/package_reference/stgraph.dataset.rst diff --git a/docs/source/_templates/class.rst b/docs/source/_templates/class.rst new file mode 100644 index 00000000..f1973ace --- /dev/null +++ b/docs/source/_templates/class.rst @@ -0,0 +1,10 @@ +.. role:: hidden + :class: hidden-section +.. currentmodule:: {{ module }} + + +{{ name | underline}} + +.. autoclass:: {{ name }} + :show-inheritance: + :members: \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 22d56b42..567a49ff 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -33,7 +33,11 @@ # Add any Sphinx extension module names here, as strings. They can be # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom # ones. -extensions = ["sphinx.ext.autodoc", "sphinx.ext.autosummary"] +extensions = [ + "sphinx.ext.autodoc", + "sphinx.ext.autosummary", + "sphinx.ext.napoleon", +] # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] diff --git a/docs/source/generated/stgraph.compiler.execution_unit.V2Kernel.rst b/docs/source/generated/stgraph.compiler.execution_unit.V2Kernel.rst new file mode 100644 index 00000000..f8346c32 --- /dev/null +++ b/docs/source/generated/stgraph.compiler.execution_unit.V2Kernel.rst @@ -0,0 +1,11 @@ +.. role:: hidden + :class: hidden-section +.. currentmodule:: stgraph.compiler.execution_unit + + +V2Kernel +======== + +.. autoclass:: V2Kernel + :show-inheritance: + :members: \ No newline at end of file diff --git a/docs/source/generated/stgraph.dataset.CoraDataLoader.CoraDataLoader.rst b/docs/source/generated/stgraph.dataset.CoraDataLoader.CoraDataLoader.rst new file mode 100644 index 00000000..2e5d7f9c --- /dev/null +++ b/docs/source/generated/stgraph.dataset.CoraDataLoader.CoraDataLoader.rst @@ -0,0 +1,11 @@ +.. role:: hidden + :class: hidden-section +.. currentmodule:: stgraph.dataset.CoraDataLoader + + +CoraDataLoader +============== + +.. autoclass:: CoraDataLoader + :show-inheritance: + :members: \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 9c04b407..ff53909e 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -9,10 +9,19 @@ Welcome to STGraph's documentation and tutorials! .. toctree:: :maxdepth: 1 :caption: Getting Started + :hidden: + :glob: install/index +.. toctree:: + :maxdepth: 2 + :caption: Package Reference + :hidden: + :glob: + package_reference/stgraph.dataset + package_reference/stgraph.compiler Indices and tables ================== diff --git a/docs/source/install/index.rst b/docs/source/install/index.rst index c71f593b..78074ccc 100644 --- a/docs/source/install/index.rst +++ b/docs/source/install/index.rst @@ -131,4 +131,28 @@ A successful installation will yield output similar to the following, with speci Total Memory 2047.875 MiB Free Memory 1641.7216796875 MiB -🥳 With this, you've completed the STGraph installation and verified CUDA Python's presence on your system. \ No newline at end of file +With this, you've completed the STGraph installation and verified CUDA Python's presence on your system. + +Running STGraph +=============== + +To confirm the successful installation, let's proceed with running STGraph by training a T-GCN model on the WikiMaths dataset. + +.. code-block:: bash + + cd ../../.. + cd benchmarking/ + chmod u+x verify.sh + ./verify.sh + +Executing the above command will initiate the dataset download and model training. A table will display the time taken, MSE, and memory consumption for each epoch. Congratulations, STGraph is running as expected. + +In some cases, you may encounter out-of-memory (OOM) issues. This can occur when your GPU lacks the necessary memory for this dataset. However, you can still validate STGraph's functionality by inspecting the CUDA code generated for this T-GCN model, found in the following directory + +.. code-block:: bash + + cd static-temporal-tgcn/stgraph/ + +Within this directory, you'll find the CUDA code in ``egl_kernel.cu`` and the PTX file in ``egl_kernel.ptx``. + +If you encounter any errors while attempting to train the T-GCN model, kindly raise an issue, and our team will promptly assist you. \ No newline at end of file diff --git a/docs/source/package_reference/index.rst b/docs/source/package_reference/index.rst new file mode 100644 index 00000000..d4c650e6 --- /dev/null +++ b/docs/source/package_reference/index.rst @@ -0,0 +1,8 @@ +Package Reference +################# + +.. toctree:: + :maxdepth: 2 + + stgraph.dataset + stgraph.compiler \ No newline at end of file diff --git a/docs/source/package_reference/stgraph.compiler.rst b/docs/source/package_reference/stgraph.compiler.rst new file mode 100644 index 00000000..b08434ca --- /dev/null +++ b/docs/source/package_reference/stgraph.compiler.rst @@ -0,0 +1,15 @@ +stgraph.compiler +################ + +.. currentmodule:: stgraph.compiler +.. automodule:: stgraph.compiler + +Execution Units +=============== + +.. autosummary:: + :toctree: ../generated/ + :nosignatures: + :template: class.rst + + execution_unit.V2Kernel \ No newline at end of file diff --git a/docs/source/package_reference/stgraph.dataset.rst b/docs/source/package_reference/stgraph.dataset.rst new file mode 100644 index 00000000..d230db8d --- /dev/null +++ b/docs/source/package_reference/stgraph.dataset.rst @@ -0,0 +1,15 @@ +stgraph.dataset +############### + +.. currentmodule:: stgraph.dataset.CoraDataLoader +.. automodule:: stgraph.dataset.CoraDataLoader + +Static Graph Datasets +===================== + +.. autosummary:: + :toctree: ../generated/ + :nosignatures: + :template: class.rst + + CoraDataLoader \ No newline at end of file diff --git a/stgraph/dataset/CoraDataLoader.py b/stgraph/dataset/CoraDataLoader.py index b9dbe00f..d8f60ae2 100644 --- a/stgraph/dataset/CoraDataLoader.py +++ b/stgraph/dataset/CoraDataLoader.py @@ -1,3 +1,5 @@ +"""Citation network consisting of scientific publications""" + import os import json import urllib.request @@ -13,41 +15,82 @@ console = Console() + class CoraDataLoader: - def __init__(self, verbose:bool = False, split=0.75) -> None: + r"""Citation network consisting of scientific publications + + The Cora dataset consists of 2708 scientific publications classified into one of seven classes. + The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued + word vector indicating the absence/presence of the corresponding word from the dictionary. + The dictionary consists of 1433 unique words. + + Parameters + ---------- + + verbose : bool + Indicate whether verbose output needed while loading the dataset + split : float + Train to test split ratio + + Attributes + ---------- + name : str + Name of the database + num_nodes : int + Number of nodes in the graph + num_edges : int + Number of edges in the graph + _train_split : float + Train split ratio of dataset + _test_split : float + Test split ratio of dataset + _local_file_path : str + Path to local downloaded file of dataset + _url_path : str + URL to download the dataset online + _verbose : bool + Verbose output flag + _train_mask : list + Training mask for the dataset + _test_mask : list + Testing mask for the dataset + """ + + def __init__(self, verbose: bool = False, split=0.75) -> None: self.name = "Cora" self.num_nodes = 0 self.num_edges = 0 - + self._train_split = split - self._test_split = 1-split + self._test_split = 1 - split self._local_file_path = f"../../dataset/cora/cora.json" - self._url_path = "https://raw.githubusercontent.com/bfGraph/STGraph-Datasets/main/cora.json" + self._url_path = ( + "https://raw.githubusercontent.com/bfGraph/STGraph-Datasets/main/cora.json" + ) self._verbose = verbose self._load_dataset() self._get_edge_info() self._get_targets_and_features() self._get_graph_attributes() - + self._train_mask = [0] * self.num_nodes self._test_mask = [0] * self.num_nodes - + self._get_mask_info() def _load_dataset(self) -> None: - if self._is_local_exists(): # loading the dataset from the local folder if self._verbose: - console.log(f'Loading [cyan]{self.name}[/cyan] dataset locally') + console.log(f"Loading [cyan]{self.name}[/cyan] dataset locally") with open(self._local_file_path) as dataset_json: self._dataset = json.load(dataset_json) else: # loading the dataset by downloading them online if self._verbose: - console.log(f'Downloading [cyan]{self.name}[/cyan] dataset') + console.log(f"Downloading [cyan]{self.name}[/cyan] dataset") self._dataset = json.loads(urllib.request.urlopen(self._url_path).read()) def _get_edge_info(self): @@ -56,7 +99,7 @@ def _get_edge_info(self): for i in range(len(edges)): edge = edges[i] edge_list.append((edge[0], edge[1])) - + self._edge_list = edge_list def _get_targets_and_features(self): @@ -65,20 +108,27 @@ def _get_targets_and_features(self): def _get_mask_info(self): train_len = int(self.num_nodes * self._train_split) - + for i in range(0, train_len): self._train_mask[i] = 1 - + random.shuffle(self._train_mask) - + for i in range(len(self._train_mask)): if self._train_mask[i] == 0: self._test_mask[i] = 1 - + self._train_mask = np.array(self._train_mask) self._test_mask = np.array(self._test_mask) def get_edges(self) -> np.ndarray: + r"""Returns edge list of the graph + + Returns + ------- + + A numpy array containing the edge list + """ return self._edge_list def get_all_features(self) -> np.ndarray: @@ -89,7 +139,7 @@ def get_all_targets(self) -> np.ndarray: def get_train_mask(self): return self._train_mask - + def get_test_mask(self): return self._test_mask @@ -114,9 +164,9 @@ def _get_graph_attributes(self): for edge in self._edge_list: node_set.add(edge[0]) node_set.add(edge[1]) - + self.num_nodes = len(node_set) self.num_edges = len(self._edge_list) - + def _is_local_exists(self) -> bool: - return os.path.exists(self._local_file_path) \ No newline at end of file + return os.path.exists(self._local_file_path) From c803d81421d5c2333ca27caadd239c9d4e7a4a16 Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Wed, 18 Oct 2023 12:25:22 +0530 Subject: [PATCH 04/21] =?UTF-8?q?=F0=9F=9A=A7=20Cora=20Dataset=20documenta?= =?UTF-8?q?tion=20in=20progress?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Added a table summarizing the graph stats. And added single line documentation for private methods. --- stgraph/dataset/CoraDataLoader.py | 56 ++++++++++++++++++++++--------- 1 file changed, 40 insertions(+), 16 deletions(-) diff --git a/stgraph/dataset/CoraDataLoader.py b/stgraph/dataset/CoraDataLoader.py index d8f60ae2..b112e4ad 100644 --- a/stgraph/dataset/CoraDataLoader.py +++ b/stgraph/dataset/CoraDataLoader.py @@ -24,18 +24,34 @@ class CoraDataLoader: word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. + This class provides functionality for loading, processing, and accessing the Cora dataset + for use in deep learning tasks such as graph-based node classification. + + .. list-table:: Dataset Stats + :widths: 25 25 25 25 + :header-rows: 1 + + * - #nodes + - #edges + - #features + - #classes + * - 2708 + - 10556 + - 1433 + - 7 + Parameters ---------- verbose : bool - Indicate whether verbose output needed while loading the dataset + Indicate whether verbose output is needed while loading the dataset split : float Train to test split ratio Attributes ---------- name : str - Name of the database + Name of the dataset num_nodes : int Number of nodes in the graph num_edges : int @@ -45,7 +61,7 @@ class CoraDataLoader: _test_split : float Test split ratio of dataset _local_file_path : str - Path to local downloaded file of dataset + Path to locally downloaded dataset file _url_path : str URL to download the dataset online _verbose : bool @@ -81,6 +97,7 @@ def __init__(self, verbose: bool = False, split=0.75) -> None: self._get_mask_info() def _load_dataset(self) -> None: + r"""Loads the dataset either locally or downloads it from online""" if self._is_local_exists(): # loading the dataset from the local folder if self._verbose: @@ -93,7 +110,8 @@ def _load_dataset(self) -> None: console.log(f"Downloading [cyan]{self.name}[/cyan] dataset") self._dataset = json.loads(urllib.request.urlopen(self._url_path).read()) - def _get_edge_info(self): + def _get_edge_info(self) -> None: + r"""Retrieves edge information from the dataset.""" edges = np.array(self._dataset["edges"]) edge_list = [] for i in range(len(edges)): @@ -102,11 +120,13 @@ def _get_edge_info(self): self._edge_list = edge_list - def _get_targets_and_features(self): + def _get_targets_and_features(self) -> None: + r"""Retrieves target labels and features from the dataset.""" self._all_features = np.array(self._dataset["features"]) self._all_targets = np.array(self._dataset["labels"]).T - def _get_mask_info(self): + def _get_mask_info(self) -> None: + r"""Generates training and testing masks.""" train_len = int(self.num_nodes * self._train_split) for i in range(0, train_len): @@ -122,44 +142,47 @@ def _get_mask_info(self): self._test_mask = np.array(self._test_mask) def get_edges(self) -> np.ndarray: - r"""Returns edge list of the graph - - Returns - ------- - - A numpy array containing the edge list - """ + r"""Returns edge list of the graph.""" return self._edge_list def get_all_features(self) -> np.ndarray: + r"""Returns all features of the dataset.""" return self._all_features def get_all_targets(self) -> np.ndarray: + r"""Returns all target labels of the dataset.""" return self._all_targets - def get_train_mask(self): + def get_train_mask(self) -> np.ndarray: + r"""Returns the training mask.""" return self._train_mask - def get_test_mask(self): + def get_test_mask(self) -> np.ndarray: + r"""Returns the testing mask.""" return self._test_mask def get_train_features(self) -> np.ndarray: + r"""Returns the training features.""" train_range = int(len(self._all_features) * self.split) return self._all_features[:train_range] def get_train_targets(self) -> np.ndarray: + r"""Returns the training target labels.""" train_range = int(len(self._all_targets) * self.split) return self._all_targets[:train_range] def get_test_features(self) -> np.ndarray: + r"""Returns the testing features.""" test_range = int(len(self._all_features) * self.split) return self._all_features[test_range:] def get_test_targets(self) -> np.ndarray: + r"""Returns the testing target labels.""" test_range = int(len(self._all_targets) * self.split) return self._all_targets[test_range:] - def _get_graph_attributes(self): + def _get_graph_attributes(self) -> None: + r"""Computes the number of nodes and edges in the graph.""" node_set = set() for edge in self._edge_list: node_set.add(edge[0]) @@ -169,4 +192,5 @@ def _get_graph_attributes(self): self.num_edges = len(self._edge_list) def _is_local_exists(self) -> bool: + r"""Checks if the local dataset file exists.""" return os.path.exists(self._local_file_path) From 2b4c5f69195ab82277dc5fa9dc66fcadccb65e5a Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Thu, 19 Oct 2023 21:38:12 +0530 Subject: [PATCH 05/21] =?UTF-8?q?=F0=9F=93=9D=20Added=20example=20to=20Cor?= =?UTF-8?q?aDataLoader?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../package_reference/stgraph.dataset.rst | 20 +++++++++++++++++++ stgraph/dataset/CoraDataLoader.py | 12 +++++++++++ 2 files changed, 32 insertions(+) diff --git a/docs/source/package_reference/stgraph.dataset.rst b/docs/source/package_reference/stgraph.dataset.rst index d230db8d..a0c4e36d 100644 --- a/docs/source/package_reference/stgraph.dataset.rst +++ b/docs/source/package_reference/stgraph.dataset.rst @@ -7,6 +7,26 @@ stgraph.dataset Static Graph Datasets ===================== +.. autosummary:: + :toctree: ../generated/ + :nosignatures: + :template: class.rst + + CoraDataLoader + +Static Temporal Graph Datasets +============================== + +.. autosummary:: + :toctree: ../generated/ + :nosignatures: + :template: class.rst + + CoraDataLoader + +Dynamic Graph Datasets +====================== + .. autosummary:: :toctree: ../generated/ :nosignatures: diff --git a/stgraph/dataset/CoraDataLoader.py b/stgraph/dataset/CoraDataLoader.py index b112e4ad..ff751c62 100644 --- a/stgraph/dataset/CoraDataLoader.py +++ b/stgraph/dataset/CoraDataLoader.py @@ -48,6 +48,18 @@ class CoraDataLoader: split : float Train to test split ratio + Example + ------- + + .. code-block:: python + + from stgraph.dataset.CoraDataLoader import CoraDataLoader + + cora = CoraDataLoader() + edge_list = cora.get_edges() + all_feats = cora.get_all_features() + all_targets = cora.get_all_targets() + Attributes ---------- name : str From 5d6bc16ebe03194d78eac5de987c1e9873d18dc7 Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Sun, 24 Dec 2023 23:50:28 +0530 Subject: [PATCH 06/21] =?UTF-8?q?=F0=9F=94=A7=20Made=20changes=20to=20the?= =?UTF-8?q?=20installation=20guide?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Now the installation guide is similar to the one present in the GitHub repository --- .gitignore | 1 + docs/conf.py | 44 ++++++++++ docs/source/index.rst | 7 +- docs/source/install/index.rst | 153 ++++++++-------------------------- stgraph/dataset/__init__.py | 2 +- 5 files changed, 82 insertions(+), 125 deletions(-) create mode 100644 docs/conf.py diff --git a/.gitignore b/.gitignore index 0f8eeb4e..2d1e7db3 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ benchmarking/results/ *.egg-info/ stgraph/build/ stgraph/dist/ +dev-stgraph/ docs/_build docs_old/ docs_v2/ diff --git a/docs/conf.py b/docs/conf.py new file mode 100644 index 00000000..9a479915 --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,44 @@ +# Configuration file for the Sphinx documentation builder. +# +# For the full list of built-in configuration values, see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Project information ----------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information + +import sphinx_rtd_theme +import os +import sys + +# Temporary fix to ensure that the stgraph codebase can be accessed +sys.path.insert(0, os.path.abspath("../python")) + +html_theme = "sphinx_rtd_theme" +html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] + +html_theme = "sphinx_rtd_theme" +html_static_path = ["_static"] +html_logo = "_static/STGraph_docs_logo.png" +html_theme_options = { + "logo_only": True, + "display_version": False, +} + +html_css_files = ["custom.css"] + +project = "STGraph" +copyright = "2023, Joel Mathew Cherian, Nithin Puthalath Manoj" +author = "Joel Mathew Cherian, Nithin Puthalath Manoj" +release = "0.2.0" + +# -- General configuration --------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration + +extensions = ["sphinx.ext.autodoc"] + +templates_path = ["_templates"] +exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] + + +# -- Options for HTML output ------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output diff --git a/docs/source/index.rst b/docs/source/index.rst index ff53909e..5714bd45 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -3,13 +3,12 @@ You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -Welcome to STGraph's documentation and tutorials! -================================================= +STGraph Documentation and Tutorials +=================================== .. toctree:: :maxdepth: 1 - :caption: Getting Started - :hidden: + :caption: Install STGraph :glob: install/index diff --git a/docs/source/install/index.rst b/docs/source/install/index.rst index 78074ccc..1025c723 100644 --- a/docs/source/install/index.rst +++ b/docs/source/install/index.rst @@ -1,158 +1,71 @@ Installation Guide ################## -Welcome to the STGraph installation guide that will lead you through the installation process, including prerequisites, ensuring a smooth setup +Welcome to the STGraph installation guide that will lead you through the installation process ensuring a smooth setup so you can start training TGNN models in your local machine. -Installing STGraph -================== +Installation for STGraph Package Users +====================================== -Begin by downloading STGraph source files from GitHub to your local machine. +This guide is tailored for users of the STGraph package, designed for constructing GNN and TGNN models. +We recommend creating a new virtual environment with Python version 3.8 and installing stgraph inside that +dedicated environment. -.. code-block:: bash - - git clone https://github.com/bfGraph/STGraph.git - cd STGraph - -Setting Up a Virtual Environment -================================ - -We strongly recommend creating a dedicated Python virtual environment. You can choose either conda or venv. - -**Using conda** +**Installing STGraph from PyPI** .. code-block:: bash - conda create --name stgraph - conda activate stgraph + pip install stgraph -Installing Required Python Packages -=================================== +**Installing PyTorch** -To install the necessary Python packages for STGraph, use the following command. Remember to activate the ``stgraph`` virtual environment before proceeding. +In addition, STGraph relies on PyTorch. Ensure it is installed in your virtual environment with the following command .. code-block:: bash - pip install -r requirements.txt + pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 -.. note:: +Upon completion of the above steps, you have successfully installed STGraph. Proceed to write and +train your first GNN and TGNN models. - You may encounter some errors or warnings during this process. You can safely ignore them for now. +Installation for STGraph Package Developers +=========================================== -PyTorch and PyG-T Installation -============================== +This guide is intended for those interested in developing and contributing to STGraph. -It's advisable to install PyTorch, torchvision, torchaudio, and PyTorch Geometric Temporal separately. +**Download source files from GitHub** .. code-block:: bash - pip install torch torchvision torchaudio - pip install torch-scatter torch-sparse -f https://data.pyg.org/whl/torch-2.0.0+cu117.html - pip install torch-geometric-temporal - -STGraph Graph Packages Installation -=================================== - -Before proceeding further, it's essential to build the shared object (.so) file for the CUDA/C++ extension responsible for certain dynamic and static graph representations in STGraph. - -.. code-block:: bash - - cd stgraph/graph/ - ./build_static.sh - ./build_dynamic.sh gpma pcsr - -After a successful build, you can proceed with the remaining installation steps. - -Completing STGraph Installation -=============================== - -To finalize the installation of the STGraph package, execute these commands. - -.. code-block:: bash - - cd ../.. - python3 -m build && pip uninstall stgraph -y && pip install dist/stgraph-1.0.0-py3-none-any.whl - -After running these commands, confirm the correct installation of STGraph by executing - -.. code-block:: bash - - pip show stgraph - -Following these instructions will result in a successful STGraph installation, complete with all the necessary packages. - -CUDA Python -=========== - -STGraph leverages CUDA Python, offering low-level interfaces for CUDA host APIs within Python. Ensure your system meets the following requirements before proceeding. - -.. note:: - - STGraph is tested with Python CUDA version 11.7 and above, and this guide is based on Python CUDA version 12.1.0. Installation is also possible for versions 11.7 and above. - -**System Requirements** - -1. **Driver**: Linux (450.80.02 or later) / Windows (456.38 or later) -2. **CUDA Toolkit**: Versions 12.0 to 12.1 -3. **Python**: Versions 3.8 to 3.11 - -Installation via PyPI ---------------------- - -Install CUDA Python via PyPI with the following command - -.. code-block:: bash - - pip install cuda-python + git clone https://github.com/bfGraph/STGraph.git + cd STGraph -Verification ------------- +**Create a dedicated virtual environment** -To verify the successful installation of Python CUDA, run the provided Python script located within the STGraph directory. +Inside the STGraph directory create and activate a dedicated virtual environment named dev-stgraph +with Python version 3.8 .. code-block:: bash - cd stgraph/compiler/code_gen/ - python3 cuda_check.py + python3.8 -m venv dev-stgraph + source dev-stgraph/bin/activate -A successful installation will yield output similar to the following, with specifics dependent on your GPU +**Install STGraph in editable mode** -.. code-block:: - - Device Property Value - ─────────────────────────────────────────────────── - Number of Devices 1 - Name NVIDIA GeForce MX350 - Compute Capability 6.1 - Multiprocessor Count 5 - Concurrent Threads 10240 - GPU Clock 1468.0 MHz - Memory Clock 3504.0 MHz - Total Memory 2047.875 MiB - Free Memory 1641.7216796875 MiB - -With this, you've completed the STGraph installation and verified CUDA Python's presence on your system. - -Running STGraph -=============== - -To confirm the successful installation, let's proceed with running STGraph by training a T-GCN model on the WikiMaths dataset. +Make sure to install the STGraph package in editable mode to ease your development process. .. code-block:: bash - cd ../../.. - cd benchmarking/ - chmod u+x verify.sh - ./verify.sh + pip install -e .[dev] + pip list -Executing the above command will initiate the dataset download and model training. A table will display the time taken, MSE, and memory consumption for each epoch. Congratulations, STGraph is running as expected. +**Install PyTorch** -In some cases, you may encounter out-of-memory (OOM) issues. This can occur when your GPU lacks the necessary memory for this dataset. However, you can still validate STGraph's functionality by inspecting the CUDA code generated for this T-GCN model, found in the following directory +Ensure to install PyTorch as well for development .. code-block:: bash - cd static-temporal-tgcn/stgraph/ - -Within this directory, you'll find the CUDA code in ``egl_kernel.cu`` and the PTX file in ``egl_kernel.ptx``. + pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 -If you encounter any errors while attempting to train the T-GCN model, kindly raise an issue, and our team will promptly assist you. \ No newline at end of file +With this you have successfully installed STGraph locally to make development changes and contribute to the project. +Head out to our `Pull Requests `_ page and get started with your first contribution. \ No newline at end of file diff --git a/stgraph/dataset/__init__.py b/stgraph/dataset/__init__.py index 5d49c59a..120aa777 100644 --- a/stgraph/dataset/__init__.py +++ b/stgraph/dataset/__init__.py @@ -1 +1 @@ -'''Dataset loader provided by STGraph''' \ No newline at end of file +"""Dataset loader provided by STGraph""" From dec1e48d9558c08963487b754ce98866d36bc885 Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Mon, 25 Dec 2023 17:19:59 +0530 Subject: [PATCH 07/21] =?UTF-8?q?=F0=9F=93=9D=20Changelogs=20page=20added?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Made a Changelogs page for STGraph. Added an intro paragraph and banner in the home page. 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/dev/null +++ b/docs/source/changelogs/1_0_0.rst @@ -0,0 +1,26 @@ +v1.0.0 +====== + +**Release Date**: 4th Nov, 2023 + +Announcing the official v1 release of STGraph, built on top of Seastar. STGraph is streamlined to have more +reliable dependencies and supports execution out of the box. Additionally, we introduce support for TGNNs +by introducing integrations with dynamic graph data structures. + +Noting the immense amount of support provided by `@unnikrishnan-c `_ and +`@KevinJudeConcessao `_ in making these changes. + +**New features** + +* 🔥 Removed DGL Hack dependency +* 🤖 Making Seastar Backend Agnostic +* ➕ Added TGCN support for static-temporal graphs +* ➕ Added TGCN support for DTDGs +* ✨ Integrated PCSR and GPMA with STGraph for DTDG support +* ⚡ Optimized PCSR and GPMA integrations in STGraph +* 🕐 Benchmarked STGraph on 5 static-temporal and 5 DTDGs + +**Contributors** : `@unnikrishnan-c `_, `@KevinJudeConcessao `_, +`@nithinmanoj10 `_, `@JoelMathewC `_ + +View the `GitHub Changelog `_ \ No newline at end of file diff --git a/docs/source/changelogs/index.rst b/docs/source/changelogs/index.rst new file mode 100644 index 00000000..472993fa --- /dev/null +++ b/docs/source/changelogs/index.rst @@ -0,0 +1,43 @@ +STGraph Changelog +================= + +Welcome to the STGraph Changelog! + +Here, you'll find a detailed record of the evolution of STGraph. The changelog provides a chronological +overview of updates, enhancements, bug fixes, and new features introduced with each release. + +What's new in v1.0.0? +--------------------- + +**Release Date**: 4th Nov, 2023 + +Announcing the official v1 release of STGraph, built on top of Seastar. STGraph is streamlined to have more +reliable dependencies and supports execution out of the box. Additionally, we introduce support for TGNNs +by introducing integrations with dynamic graph data structures. + +Noting the immense amount of support provided by `@unnikrishnan-c `_ and +`@KevinJudeConcessao `_ in making these changes. + +**New features** + +* 🔥 Removed DGL Hack dependency +* 🤖 Making Seastar Backend Agnostic +* ➕ Added TGCN support for static-temporal graphs +* ➕ Added TGCN support for DTDGs +* ✨ Integrated PCSR and GPMA with STGraph for DTDG support +* ⚡ Optimized PCSR and GPMA integrations in STGraph +* 🕐 Benchmarked STGraph on 5 static-temporal and 5 DTDGs + +**Contributors** : `@unnikrishnan-c `_, `@KevinJudeConcessao `_, +`@nithinmanoj10 `_, `@JoelMathewC `_ + +View the `GitHub Changelog `_ + +All Releases +------------ + +.. toctree:: + :maxdepth: 1 + :glob: + + 1_0_0 \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 5714bd45..2df28bf0 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -3,8 +3,22 @@ You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -STGraph Documentation and Tutorials -=================================== +.. image:: _static/stgraph_docs_banner.png + :alt: STGraph Docs Banner + +🌟 STGraph +========== + +STGraph is a cutting-edge deep learning framework, built on top of Seastar, designed +to easily write and train GNNs and TGNNs on real life graph datasets. + +With a focus on TGNNs to capture both inter-node interactions and node-specific interactions in dynamic graphs, +STGraph extends the powerful Seastar vertex-centric programming model to support TGNNs, enabling efficient training on GPUs. +Unlike existing solutions that store dynamic temporal graphs as separate snapshots, leading to high memory overhead, +STGraph dynamically constructs snapshots on demand during training. This innovative approach leverages dynamic graph +data structures, efficiently adapting to temporal updates. + +Explore the STGraph documentation and tutorials to get started with writing and training your on GNNs and TGNNs. .. toctree:: :maxdepth: 1 @@ -22,9 +36,10 @@ STGraph Documentation and Tutorials package_reference/stgraph.dataset package_reference/stgraph.compiler -Indices and tables -================== +.. toctree:: + :maxdepth: 1 + :caption: Changelog + :glob: + + changelogs/index -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` diff --git a/docs/source/install/index.rst b/docs/source/install/index.rst index 1025c723..00cdb907 100644 --- a/docs/source/install/index.rst +++ b/docs/source/install/index.rst @@ -4,6 +4,13 @@ Installation Guide Welcome to the STGraph installation guide that will lead you through the installation process ensuring a smooth setup so you can start training TGNN models in your local machine. +**Currently STGraph is available for 🐍 Python 3.8 only** + +.. note:: + + It is always recommended to install STGraph and it's dependencies inside a dedicated python + virtual environment with Python version set to 3.8 + Installation for STGraph Package Users ====================================== From e3b3235d255a2f56a1e5fa59f16b77ae7a761bc8 Mon Sep 17 00:00:00 2001 From: nithinmanoj10 Date: Mon, 25 Dec 2023 21:44:40 +0530 Subject: [PATCH 08/21] =?UTF-8?q?=F0=9F=9A=A7=20GCN=20tutorial=20in=20prog?= =?UTF-8?q?ress?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Created a tutorial sections with currently a tutorial for GCN training on Cora in progress. --- docs/conf.py | 2 +- .../_static/Images/tutorials/CoraBalloons.png | Bin 0 -> 662953 bytes docs/source/index.rst | 7 ++ docs/source/tutorials/gnn.rst | 68 ++++++++++++++++++ 4 files changed, 76 insertions(+), 1 deletion(-) create mode 100644 docs/source/_static/Images/tutorials/CoraBalloons.png create mode 100644 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