From 7d212b11da36cd18e473608fbb66f1edb4e0ac48 Mon Sep 17 00:00:00 2001 From: Sermet Pekin Date: Wed, 4 Dec 2024 12:21:10 +0300 Subject: [PATCH 1/3] adds uv support and toml file --- .gitignore | 6 ++++++ README.md | 5 +++-- micrograd/__init__.py | 1 + pyproject.toml | 21 +++++++++++++++++++++ test/__init__.py | 0 5 files changed, 31 insertions(+), 2 deletions(-) create mode 100644 pyproject.toml create mode 100644 test/__init__.py diff --git a/.gitignore b/.gitignore index 87620ac7..743cb219 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,7 @@ .ipynb_checkpoints/ +.idea/ +.venv/ +*.egg-info +build/ +.python-version +__pycache__/ diff --git a/README.md b/README.md index 931f4d77..67ed19bd 100644 --- a/README.md +++ b/README.md @@ -47,11 +47,12 @@ The notebook `demo.ipynb` provides a full demo of training an 2-layer neural net For added convenience, the notebook `trace_graph.ipynb` produces graphviz visualizations. E.g. this one below is of a simple 2D neuron, arrived at by calling `draw_dot` on the code below, and it shows both the data (left number in each node) and the gradient (right number in each node). ```python -from micrograd import nn +from micrograd import nn , Value n = nn.Neuron(2) x = [Value(1.0), Value(-2.0)] y = n(x) -dot = draw_dot(y) +# draw_dot function was defined in `trace_graph.ipynb` file. +# dot = draw_dot(y) ``` ![2d neuron](gout.svg) diff --git a/micrograd/__init__.py b/micrograd/__init__.py index e69de29b..c8f6ba6c 100644 --- a/micrograd/__init__.py +++ b/micrograd/__init__.py @@ -0,0 +1 @@ +from micrograd.engine import Value diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 00000000..ea4e002a --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,21 @@ +[build-system] +requires = ["setuptools>=42", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "micrograd" +version = "0.1.0" +authors = [ + { name = "Andrej Karpathy", email = "andrej.karpathy@gmail.com" } +] +description = "A tiny scalar-valued autograd engine with a small PyTorch-like neural network library on top." +readme = "README.md" +license = { text = "MIT" } +requires-python = ">=3.8" +dependencies = [ + "pytest>=8.3.4", + "torch>=2.5.1", +] + +[project.urls] +Repository = "https://github.com/karpathy/micrograd" diff --git a/test/__init__.py b/test/__init__.py new file mode 100644 index 00000000..e69de29b From 4d667a47993034eef3a20f482a79e0940455b7a9 Mon Sep 17 00:00:00 2001 From: Sermet Pekin Date: Wed, 4 Dec 2024 12:40:16 +0300 Subject: [PATCH 2/3] copied draw_dot function to micrograd package --- micrograd/__init__.py | 1 + micrograd/graph.py | 35 ++++ pyproject.toml | 1 + test/test_graph.py | 9 + uv.lock | 471 ++++++++++++++++++++++++++++++++++++++++++ 5 files changed, 517 insertions(+) create mode 100644 micrograd/graph.py create mode 100644 test/test_graph.py create mode 100644 uv.lock diff --git a/micrograd/__init__.py b/micrograd/__init__.py index c8f6ba6c..d649bb12 100644 --- a/micrograd/__init__.py +++ b/micrograd/__init__.py @@ -1 +1,2 @@ from micrograd.engine import Value +from micrograd.graph import draw_dot diff --git a/micrograd/graph.py b/micrograd/graph.py new file mode 100644 index 00000000..1fc93c2f --- /dev/null +++ b/micrograd/graph.py @@ -0,0 +1,35 @@ +from graphviz import Digraph + +def trace(root): + nodes, edges = set(), set() + + def build(v): + if v not in nodes: + nodes.add(v) + for child in v._prev: + edges.add((child, v)) + build(child) + + build(root) + return nodes, edges + + +def draw_dot(root, format='svg', rankdir='LR'): + """ + format: png | svg | ... + rankdir: TB (top to bottom graph) | LR (left to right) + """ + assert rankdir in ['LR', 'TB'] + nodes, edges = trace(root) + dot = Digraph(format=format, graph_attr={'rankdir': rankdir}) # , node_attr={'rankdir': 'TB'}) + + for n in nodes: + dot.node(name=str(id(n)), label="{ data %.4f | grad %.4f }" % (n.data, n.grad), shape='record') + if n._op: + dot.node(name=str(id(n)) + n._op, label=n._op) + dot.edge(str(id(n)) + n._op, str(id(n))) + + for n1, n2 in edges: + dot.edge(str(id(n1)), str(id(n2)) + n2._op) + + return dot diff --git a/pyproject.toml b/pyproject.toml index ea4e002a..a2cc8e89 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,6 +13,7 @@ readme = "README.md" license = { text = "MIT" } requires-python = ">=3.8" dependencies = [ + "graphviz>=0.20.3", "pytest>=8.3.4", "torch>=2.5.1", ] diff --git a/test/test_graph.py b/test/test_graph.py new file mode 100644 index 00000000..e26d0418 --- /dev/null +++ b/test/test_graph.py @@ -0,0 +1,9 @@ +from micrograd import nn, Value, draw_dot + + +def test_graph(): + n = nn.Neuron(2) + x = [Value(1.0), Value(-2.0)] + y = n(x) + dot = draw_dot(y) + assert dot diff --git a/uv.lock b/uv.lock new file mode 100644 index 00000000..76d8d2e4 --- /dev/null +++ b/uv.lock @@ -0,0 +1,471 @@ +version = 1 +requires-python = ">=3.8" +resolution-markers = [ + 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Value from micrograd.graph import draw_dot + +__all__ = [ + 'Value', + 'draw_dot' +]