From 94e41c2fad032de7bfd029503ad5bf4889dab768 Mon Sep 17 00:00:00 2001 From: "github-classroom[bot]" <66690702+github-classroom[bot]@users.noreply.github.com> Date: Mon, 30 Sep 2024 21:57:25 +0000 Subject: [PATCH 1/7] Setting up GitHub Classroom Feedback From 540a7388894bfee7b8e63997f5aa482732fe9ecb Mon Sep 17 00:00:00 2001 From: "github-classroom[bot]" <66690702+github-classroom[bot]@users.noreply.github.com> Date: Mon, 30 Sep 2024 21:57:28 +0000 Subject: [PATCH 2/7] add deadline --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 585e540..5a06d92 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,4 @@ +[![Review Assignment Due Date](https://classroom.github.com/assets/deadline-readme-button-22041afd0340ce965d47ae6ef1cefeee28c7c493a6346c4f15d667ab976d596c.svg)](https://classroom.github.com/a/YFgwt0yY) # MiniTorch Module 2 From 079aa7b58a9a7cd39bb19a539b8e3bcad2f9e007 Mon Sep 17 00:00:00 2001 From: TaykhoomDalal Date: Tue, 8 Oct 2024 16:50:26 -0400 Subject: [PATCH 3/7] passing local test cases - not precommit --- minitorch/__init__.py | 2 +- minitorch/autodiff.py | 95 +++++++-- minitorch/datasets.py | 80 +++++++ minitorch/module.py | 47 ++++- minitorch/operators.py | 380 ++++++++++++++++++++++++++++++++++ minitorch/optim.py | 2 + minitorch/scalar.py | 71 ++++++- minitorch/scalar_functions.py | 236 +++++++++++++++++++++ minitorch/tensor.py | 121 ++++++++++- minitorch/tensor_data.py | 74 ++++++- minitorch/tensor_functions.py | 173 +++++++++++++++- minitorch/tensor_ops.py | 87 ++++++-- project/run_scalar.py | 17 +- project/run_tensor.py | 41 ++++ requirements.extra.txt | 4 +- sync_previous_module.py | 8 +- 16 files changed, 1375 insertions(+), 63 deletions(-) diff --git a/minitorch/__init__.py b/minitorch/__init__.py index bee4a57..c0b5cde 100644 --- a/minitorch/__init__.py +++ b/minitorch/__init__.py @@ -1,4 +1,4 @@ -from .testing import MathTest, MathTestVariable # type: ignore # noqa: F401,F403 +from .testing import MathTest, MathTestVariable # type: ignore # noqa: F401,F403, D104 from .tensor_data import * # noqa: F401,F403 from .tensor import * # noqa: F401,F403 from .tensor_ops import * # noqa: F401,F403 diff --git a/minitorch/autodiff.py b/minitorch/autodiff.py index 5ddba9d..653071e 100644 --- a/minitorch/autodiff.py +++ b/minitorch/autodiff.py @@ -1,7 +1,7 @@ from __future__ import annotations from dataclasses import dataclass -from typing import Any, Iterable, List, Tuple, Protocol +from typing import Any, Iterable, Tuple, Protocol # ## Task 1.1 @@ -25,26 +25,46 @@ def central_difference(f: Any, *vals: Any, arg: int = 0, epsilon: float = 1e-6) An approximation of $f'_i(x_0, \ldots, x_{n-1})$ """ - raise NotImplementedError("Need to include this file from past assignment.") + # TODO: Implement for Task 1.1. + + up_perturbed = vals[:arg] + (vals[arg] + epsilon,) + vals[arg + 1 :] + down_perturbed = vals[:arg] + (vals[arg] - epsilon,) + vals[arg + 1 :] + + slope = (f(*up_perturbed) - f(*down_perturbed)) / (2 * epsilon) + + return slope variable_count = 1 class Variable(Protocol): - def accumulate_derivative(self, x: Any) -> None: ... + def accumulate_derivative(self, x: Any) -> None: + """Accumulates the derivative of the output with respect to this variable.""" + + ... @property - def unique_id(self) -> int: ... + def unique_id(self) -> int: + """Returns the unique identifier of this variable.""" + ... - def is_leaf(self) -> bool: ... + def is_leaf(self) -> bool: + """Returns True if this variable is a leaf node.""" + ... - def is_constant(self) -> bool: ... + def is_constant(self) -> bool: + """Returns True if this variable is a constant.""" + ... @property - def parents(self) -> Iterable["Variable"]: ... + def parents(self) -> Iterable["Variable"]: + """Returns the parents of this variable.""" + ... - def chain_rule(self, d_output: Any) -> Iterable[Tuple[Variable, Any]]: ... + def chain_rule(self, d_output: Any) -> Iterable[Tuple[Variable, Any]]: + """Computes gradients of inputs using the chain rule.""" + ... def topological_sort(variable: Variable) -> Iterable[Variable]: @@ -59,7 +79,30 @@ def topological_sort(variable: Variable) -> Iterable[Variable]: Non-constant Variables in topological order starting from the right. """ - raise NotImplementedError("Need to include this file from past assignment.") + # create a set to store visited variables + visited = set() + + # create a list to store sorted variables + sorted_vars = [] + + def visit(node: Variable) -> None: + """Visits the variable and its parents recursively.""" + if node.unique_id in visited or node.is_constant(): + return + if not node.is_leaf(): + # visit all the parents of the variable + for parent in node.parents: + if not parent.is_constant(): + visit(parent) + # mark the variable as visited + visited.add(node.unique_id) + + # once all the parents have been visited, add the variable to the sorted list + sorted_vars.insert(0, node) + + visit(variable) + + return sorted_vars def backpropagate(variable: Variable, deriv: Any) -> None: @@ -69,12 +112,39 @@ def backpropagate(variable: Variable, deriv: Any) -> None: Args: ---- variable: The right-most variable - deriv : Its derivative that we want to propagate backward to the leaves. + deriv: Its derivative that we want to propagate backward to the leaves. - No return. Should write to its results to the derivative values of each leaf through `accumulate_derivative`. + Returns: + ------- + No return. Should write to its results to the derivative values of each leaf through `accumulate_derivative`. """ - raise NotImplementedError("Need to include this file from past assignment.") + # call topological sort + sorted_vars = topological_sort(variable) + + # create dictionary to store variables and their derivatives + derivatives = {} + derivatives[variable.unique_id] = deriv + + # iterate through the sorted variables in backward order + for var in sorted_vars: + # if the variable is a leaf node, accumulate the derivative + if var.is_leaf(): + # accumulate the derivative + var.accumulate_derivative(derivatives[var.unique_id]) + + # if the variable is not a leaf node + else: + # call .chain_rule on the last function in the history of the variable + grads = var.chain_rule(derivatives[var.unique_id]) + + # loop through all the Scalars+derivatives provided by the chain rule + for parent, derivative in grads: + if parent.is_constant(): + continue + # accumulate derivatives for the Scalar in the dictionary + derivatives.setdefault(parent.unique_id, 0) + derivatives[parent.unique_id] += derivative @dataclass @@ -92,4 +162,5 @@ def save_for_backward(self, *values: Any) -> None: @property def saved_tensors(self) -> Tuple[Any, ...]: + """Returns the saved values.""" return self.saved_values diff --git a/minitorch/datasets.py b/minitorch/datasets.py index 410dfa8..94e072c 100644 --- a/minitorch/datasets.py +++ b/minitorch/datasets.py @@ -5,6 +5,17 @@ def make_pts(N: int) -> List[Tuple[float, float]]: + """Generate a list of N random 2D points. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A list of N points, each represented as a tuple of two floats. + + """ X = [] for i in range(N): x_1 = random.random() @@ -21,6 +32,17 @@ class Graph: def simple(N: int) -> Graph: + """Generate a simple dataset where the label is 1 if the first coordinate is less than 0.5 and 0 otherwise. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ X = make_pts(N) y = [] for x_1, x_2 in X: @@ -30,6 +52,17 @@ def simple(N: int) -> Graph: def diag(N: int) -> Graph: + """Generate a dataset where the label is 1 if the sum of the coordinates is less than 0.5 and 0 otherwise. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ X = make_pts(N) y = [] for x_1, x_2 in X: @@ -39,6 +72,17 @@ def diag(N: int) -> Graph: def split(N: int) -> Graph: + """Generate a dataset where the label is 1 if the first coordinate is less than 0.2 or greater than 0.8 and 0 otherwise. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ X = make_pts(N) y = [] for x_1, x_2 in X: @@ -48,6 +92,17 @@ def split(N: int) -> Graph: def xor(N: int) -> Graph: + """Generate a dataset where the label is 1 if the first coordinate is less than 0.5 and the second coordinate is greater than 0.5 or vice versa and 0 otherwise. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ X = make_pts(N) y = [] for x_1, x_2 in X: @@ -57,6 +112,17 @@ def xor(N: int) -> Graph: def circle(N: int) -> Graph: + """Generate a dataset where the label is 1 if the point's distance from the origin (after shifting by 0.5) is greater than sqrt(0.1), and 0 otherwise. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ X = make_pts(N) y = [] for x_1, x_2 in X: @@ -67,10 +133,24 @@ def circle(N: int) -> Graph: def spiral(N: int) -> Graph: + """Generate a spiral dataset with N points where the first half of the points are in class 0 and the second half are in class 1. + + Args: + ---- + N: The number of points to generate. + + Returns: + ------- + A Graph object containing the generated data. + + """ + def x(t: float) -> float: + """Calculate the x-coordinate of a point on a spiral.""" return t * math.cos(t) / 20.0 def y(t: float) -> float: + """Calculate the y-coordinate of a point on a spiral.""" return t * math.sin(t) / 20.0 X = [ diff --git a/minitorch/module.py b/minitorch/module.py index 4782cb4..c9340a6 100644 --- a/minitorch/module.py +++ b/minitorch/module.py @@ -30,12 +30,29 @@ def modules(self) -> Sequence[Module]: return list(m.values()) def train(self) -> None: - """Set the mode of this module and all descendent modules to `train`.""" - raise NotImplementedError("Need to include this file from past assignment.") + """Set the `training` flag of this and descendent to true. + + Returns + ------- + None. + + """ + self.training = True + for module in self.modules(): + module.train() def eval(self) -> None: - """Set the mode of this module and all descendent modules to `eval`.""" - raise NotImplementedError("Need to include this file from past assignment.") + """Set the `training` flag of this and descendent to false. + + Returns + ------- + None. + + """ + self.training = False + + for module in self.modules(): + module.training = False def named_parameters(self) -> Sequence[Tuple[str, Parameter]]: """Collect all the parameters of this module and its descendents. @@ -45,11 +62,26 @@ def named_parameters(self) -> Sequence[Tuple[str, Parameter]]: The name and `Parameter` of each ancestor parameter. """ - raise NotImplementedError("Need to include this file from past assignment.") + parameters = {} + + for key, val in self._parameters.items(): + parameters[key] = val + + for name, module in self._modules.items(): + for key, val in module.named_parameters(): + parameters[f"{name}.{key}"] = val + + return list(parameters.items()) def parameters(self) -> Sequence[Parameter]: - """Enumerate over all the parameters of this module and its descendents.""" - raise NotImplementedError("Need to include this file from past assignment.") + """Enumerate over all the parameters of this module and its descendents. + + Returns + ------- + The `Parameter` of this module and its descendents. + + """ + return [val for _, val in self.named_parameters()] def add_parameter(self, k: str, v: Any) -> Parameter: """Manually add a parameter. Useful helper for scalar parameters. @@ -85,6 +117,7 @@ def __getattr__(self, key: str) -> Any: return None def __call__(self, *args: Any, **kwargs: Any) -> Any: + """Turns the instance into a callable object.""" return self.forward(*args, **kwargs) def __repr__(self) -> str: diff --git a/minitorch/operators.py b/minitorch/operators.py index 0be83e3..b3b7bd4 100644 --- a/minitorch/operators.py +++ b/minitorch/operators.py @@ -32,6 +32,256 @@ # $f(x) = |x - y| < 1e-2$ +def mul(x: float, y: float) -> float: + """Multiply two numbers. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + The product of x and y. + + """ + return x * y + + +def id(x: float) -> float: + """Return the number unchanged. + + Args: + ---- + x: A float number. + + Returns: + ------- + The number x. + + """ + return x + + +def add(x: float, y: float) -> float: + """Add two numbers. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + The sum of x and y. + + """ + return x + y + + +def neg(x: float) -> float: + """Negate a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The negation of x. + + """ + return -x + + +def lt(x: float, y: float) -> float: + """Check if the first number is less than the second number. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + True if x is strictly less than y, otherwise False. + + """ + return 1.0 if x < y else 0.0 + + +def eq(x: float, y: float) -> float: + """Check if the two numbers are equal. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + True if x is equal to y, otherwise False. + + """ + return 1.0 if x == y else 0.0 + + +def max(x: float, y: float) -> float: + """Return the maximum of two numbers. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + The maximum of x and y. + + """ + return x if x > y else y + + +def is_close(x: float, y: float) -> bool: + """Check if the first number is close to the second number within a tolerance of 1e-2. + + Args: + ---- + x: A float number. + y: A float number. + + Returns: + ------- + True if x is close to y within a tolerance of 1e-2, otherwise False. + + """ + return abs(x - y) < 1e-2 + + +def sigmoid(x: float) -> float: + """Calculate the sigmoid of a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The sigmoid of x. + + """ + return 1.0 / (1.0 + math.exp(-x)) if x >= 0 else math.exp(x) / (1.0 + math.exp(x)) + + +def relu(x: float) -> float: + """Calculate the ReLU of a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The ReLU of x. + + """ + return x if x > 0 else 0.0 + + +EPS = 1e-6 + + +def log(x: float) -> float: + """Calculate the natural logarithm of a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The natural logarithm of x. + + """ + return math.log(x + EPS) + + +def exp(x: float) -> float: + """Calculate the exponential of a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The exponential of x. + + """ + return math.exp(x) + + +def inv(x: float) -> float: + """Calculate the inverse of a number. + + Args: + ---- + x: A float number. + + Returns: + ------- + The inverse of x. + + """ + return 1.0 / x + + +def log_back(x: float, d: float) -> float: + """Calculate the derivative of the natural logarithm multiplied by a second number. + + Args: + ---- + x: A float number. + d: A float number. + + Returns: + ------- + Inverse of x multiplied by y. + + """ + return d / (x + EPS) + + +def inv_back(x: float, d: float) -> float: + """Calculate the derivative of the inverse of a number multiplied by a second number. + + Args: + ---- + x: A float number. + d: A float number. + + Returns: + ------- + The derivative of the inverse of x multiplied by y. + + """ + return (-1.0 / (x**2)) * d + + +def relu_back(x: float, d: float) -> float: + """Calculate the derivative of the ReLU of a number multiplied by a second number. + + Args: + ---- + x: A float number. + d: A float number. + + Returns: + ------- + The derivative of the ReLU of x multiplied by y. + + """ + return d if x > 0 else 0.0 # ## Task 0.3 @@ -50,3 +300,133 @@ # - prod: take the product of lists +def map(fn: Callable[[float], float]) -> Callable[[Iterable[float]], Iterable[float]]: + """Higher order map. + + Args: + ---- + fn: A function that takes a float and returns a float. + + Returns: + ------- + A function that takes an iterable of floats, applies the function to each element, and returns an iterable of floats. + + """ + + def _map(ls: Iterable[float]) -> Iterable[float]: + ret = [] + for x in ls: + ret.append(fn(x)) + return ret + + return _map + + +def zipWith( + fn: Callable[[float, float], float], +) -> Callable[[Iterable[float], Iterable[float]], Iterable[float]]: + """Higher order zipWith. + + Args: + ---- + fn: Combine two values. + + Returns: + ------- + An iterable of floats. + + """ + + def _zipWith(ls1: Iterable[float], ls2: Iterable[float]) -> Iterable[float]: + ret = [] + for x, y in zip(ls1, ls2): + ret.append(fn(x, y)) + return ret + + return _zipWith + + +def reduce( + fn: Callable[[float, float], float], start: float +) -> Callable[[Iterable[float]], float]: + """Higher order reduce. + + Args: + ---- + fn: A function that takes two floats and returns a float. + start: The starting value. + + Returns: + ------- + A function that takes an iterable of floats and returns a float. + + """ + + def _reduce(ls: Iterable[float]) -> float: + ret = start + for x in ls: + ret = fn(ret, x) + return ret + + return _reduce + + +def addLists(a: Iterable[float], b: Iterable[float]) -> Iterable[float]: + """Add two lists together. + + Args: + ---- + a: An iterable of floats. + b: An iterable of floats. + + Returns: + ------- + An iterable of floats. + + """ + return zipWith(add)(a, b) + + +def negList(a: Iterable[float]) -> Iterable[float]: + """Negate a list. + + Args: + ---- + a: An iterable of floats. + + Returns: + ------- + An iterable of floats. + + """ + return map(neg)(a) + + +def sum(a: Iterable[float]) -> float: + """Sum all the elements in a list. + + Args: + ---- + a: An iterable of floats. + + Returns: + ------- + A float. + + """ + return reduce(add, 0.0)(a) + + +def prod(a: Iterable[float]) -> float: + """Take the product of lists. + + Args: + ---- + a: An iterable of floats. + + Returns: + ------- + A float. + + """ + return reduce(mul, 1.0)(a) diff --git a/minitorch/optim.py b/minitorch/optim.py index 21c9dde..e7fd8aa 100644 --- a/minitorch/optim.py +++ b/minitorch/optim.py @@ -15,6 +15,7 @@ def __init__(self, parameters: Sequence[Parameter], lr: float = 1.0): self.lr = lr def zero_grad(self) -> None: + """Zeros out the gradients for all parameters""" for p in self.parameters: if p.value is None: continue @@ -26,6 +27,7 @@ def zero_grad(self) -> None: p.value.grad = None def step(self) -> None: + """Updates parameters using gradient descent""" for p in self.parameters: if p.value is None: continue diff --git a/minitorch/scalar.py b/minitorch/scalar.py index e1286e7..2e1fa0b 100644 --- a/minitorch/scalar.py +++ b/minitorch/scalar.py @@ -8,17 +8,17 @@ from dataclasses import field from .autodiff import Context, Variable, backpropagate, central_difference from .scalar_functions import ( - EQ, - LT, - Add, - Exp, Inv, - Log, Mul, + LT, + EQ, Neg, + Add, + Log, + Exp, + Sigmoid, ReLU, ScalarFunction, - Sigmoid, ) ScalarLike = Union[float, int, "Scalar"] @@ -112,21 +112,37 @@ def is_leaf(self) -> bool: return self.history is not None and self.history.last_fn is None def is_constant(self) -> bool: + """True if this variable is a constant""" return self.history is None @property def parents(self) -> Iterable[Variable]: - """Get the variables used to create this one.""" + """Returns the parents of this variable.""" assert self.history is not None return self.history.inputs def chain_rule(self, d_output: Any) -> Iterable[Tuple[Variable, Any]]: + """Computes gradients of inputs using the chain rule during backpropagation. + + Args: + ---- + d_output: The gradient of the output with respect to this variable. + + Returns: + ------- + Iterable[Tuple[Variable, Any]]: Pairs of input variables and their corresponding gradients + + """ h = self.history assert h is not None assert h.last_fn is not None assert h.ctx is not None - raise NotImplementedError("Need to include this file from past assignment.") + # Call the backward function of the last function + input_grads = h.last_fn._backward(h.ctx, d_output) + + # Return the input variables and their gradients + return list(zip(h.inputs, input_grads)) def backward(self, d_output: Optional[float] = None) -> None: """Calls autodiff to fill in the derivatives for the history of this object. @@ -141,15 +157,48 @@ def backward(self, d_output: Optional[float] = None) -> None: d_output = 1.0 backpropagate(self, d_output) - raise NotImplementedError("Need to include this file from past assignment.") + # TODO: Implement for Task 1.2. + def __lt__(self, b: ScalarLike) -> Scalar: + return LT.apply(self, b) + + def __gt__(self, b: ScalarLike) -> Scalar: + return LT.apply(b, self) + + def __sub__(self, b: ScalarLike) -> Scalar: + return Add.apply(self, -b) + + def __neg__(self) -> Scalar: + return Neg.apply(self) + + def __add__(self, b: ScalarLike) -> Scalar: + return Add.apply(self, b) + + def log(self) -> Scalar: + """Logarithm of the scalar.""" + return Log.apply(self) + + def exp(self) -> Scalar: + """Exponential of the scalar.""" + return Exp.apply(self) + + def sigmoid(self) -> Scalar: + """Sigmoid of the scalar.""" + return Sigmoid.apply(self) + + def relu(self) -> Scalar: + """ReLU of the scalar.""" + return ReLU.apply(self) + + def __eq__(self, b: ScalarLike) -> Scalar: + return EQ.apply(self, b) def derivative_check(f: Any, *scalars: Scalar) -> None: """Checks that autodiff works on a python function. Asserts False if derivative is incorrect. - Parameters - ---------- + Args: + ---- f : function from n-scalars to 1-scalar. *scalars : n input scalar values. diff --git a/minitorch/scalar_functions.py b/minitorch/scalar_functions.py index aa33969..29497e4 100644 --- a/minitorch/scalar_functions.py +++ b/minitorch/scalar_functions.py @@ -38,6 +38,7 @@ def _forward(cls, ctx: Context, *inps: float) -> float: @classmethod def apply(cls, *vals: ScalarLike) -> Scalar: + """Apply the function to the given values.""" raw_vals = [] scalars = [] for v in vals: @@ -66,10 +67,23 @@ class Add(ScalarFunction): @staticmethod def forward(ctx: Context, a: float, b: float) -> float: + """Addition function $f(x, y) = x + y$""" return a + b @staticmethod def backward(ctx: Context, d_output: float) -> Tuple[float, ...]: + """Derivative of the addition function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ return d_output, d_output @@ -78,11 +92,24 @@ class Log(ScalarFunction): @staticmethod def forward(ctx: Context, a: float) -> float: + """Log function $f(x) = log(x)$""" ctx.save_for_backward(a) return operators.log(a) @staticmethod def backward(ctx: Context, d_output: float) -> float: + """Derivative of the log function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ (a,) = ctx.saved_values return operators.log_back(a, d_output) @@ -90,3 +117,212 @@ def backward(ctx: Context, d_output: float) -> float: # To implement. +# TODO: Implement for Task 1.2. +class Mul(ScalarFunction): + """Multiplication function $f(x, y) = x * y$""" + + @staticmethod + def forward(ctx: Context, a: float, b: float) -> float: + """Multiplication function $f(x, y) = x * y$""" + ctx.save_for_backward(a, b) + return a * b + + @staticmethod + def backward(ctx: Context, d_output: float) -> Tuple[float, ...]: + """Derivative of the multiplication function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + (a, b) = ctx.saved_values + return d_output * b, d_output * a + + +class Inv(ScalarFunction): + """Inverse function $f(x) = 1/x$""" + + @staticmethod + def forward(ctx: Context, a: float) -> float: + """Inverse function $f(x) = 1/x$""" + ctx.save_for_backward(a) + return operators.inv(a) + + @staticmethod + def backward(ctx: Context, d_output: float) -> float: + """Derivative of the inverse function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + (a,) = ctx.saved_values + return operators.inv_back(a, d_output) + + +class Neg(ScalarFunction): + """Negation function $f(x) = -x$""" + + @staticmethod + def forward(ctx: Context, a: float) -> float: + """Negation function $f(x) = -x$""" + return operators.neg(a) + + @staticmethod + def backward(ctx: Context, d_output: float) -> float: + """Derivative of the negation function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + return operators.neg(d_output) + + +class Sigmoid(ScalarFunction): + """Sigmoid function $f(x) = 1/(1 + exp(-x))$""" + + @staticmethod + def forward(ctx: Context, a: float) -> float: + """Sigmoid function $f(x) = 1/(1 + exp(-x))$""" + ctx.save_for_backward(a) + return operators.sigmoid(a) + + @staticmethod + def backward(ctx: Context, d_output: float) -> float: + """Derivative of the sigmoid function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + (a,) = ctx.saved_values + return operators.sigmoid(a) * (1 - operators.sigmoid(a)) * d_output + + +class ReLU(ScalarFunction): + """ReLU function $f(x) = max(0, x)$""" + + @staticmethod + def forward(ctx: Context, a: float) -> float: + """ReLU function $f(x) = max(0, x)$""" + ctx.save_for_backward(a) + return operators.relu(a) + + @staticmethod + def backward(ctx: Context, d_output: float) -> float: + """Derivative of the ReLU function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + (a,) = ctx.saved_values + return operators.relu_back(a, d_output) + + +class Exp(ScalarFunction): + """Exponential function $f(x) = exp(x)$""" + + @staticmethod + def forward(ctx: Context, a: float) -> float: + """Exponential function $f(x) = exp(x)$""" + ctx.save_for_backward(a) + return operators.exp(a) + + @staticmethod + def backward(ctx: Context, d_output: float) -> float: + """Derivative of the exponential function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + (a,) = ctx.saved_values + return operators.exp(a) * d_output + + +class LT(ScalarFunction): + """Less than function $f(x, y) = x < y$""" + + @staticmethod + def forward(ctx: Context, a: float, b: float) -> float: + """Less than function $f(x, y) = x < y$""" + return operators.lt(a, b) + + @staticmethod + def backward(ctx: Context, d_output: float) -> Tuple[float, ...]: + """Derivative of the less than function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + return 0.0, 0.0 + + +class EQ(ScalarFunction): + """Equal function $f(x, y) = x == y$""" + + @staticmethod + def forward(ctx: Context, a: float, b: float) -> float: + """Equal function $f(x, y) = x == y$""" + return operators.eq(a, b) + + @staticmethod + def backward(ctx: Context, d_output: float) -> Tuple[float, ...]: + """Derivative of the equal function + + Args: + ---- + ctx: The context. + d_output: The derivative of the output. + + Returns: + ------- + Tuple[float, ...]: The derivative of the inputs. + + """ + return 0.0, 0.0 diff --git a/minitorch/tensor.py b/minitorch/tensor.py index 5f05d87..de967dd 100644 --- a/minitorch/tensor.py +++ b/minitorch/tensor.py @@ -30,7 +30,6 @@ Sigmoid, Sum, View, - tensor, ) if TYPE_CHECKING: @@ -95,9 +94,11 @@ def __init__( self.f = backend def requires_grad_(self, x: bool) -> None: + """Resets the history""" self.history = History() def requires_grad(self) -> bool: + """Returns if the tensor tracks gradients""" return self.history is not None def to_numpy(self) -> npt.NDArray[np.float64]: @@ -194,6 +195,8 @@ def expand(self, other: Tensor) -> Tensor: # END CODE CHANGE (2021) def zeros(self, shape: Optional[UserShape] = None) -> Tensor: + """Create a new tensor of zeros with the same shape as this tensor.""" + def zero(shape: UserShape) -> Tensor: return Tensor.make( [0.0] * int(operators.prod(shape)), shape, backend=self.backend @@ -239,14 +242,17 @@ def is_leaf(self) -> bool: return self.history is not None and self.history.last_fn is None def is_constant(self) -> bool: + """True if this variable is a constant (no gradient required)""" return self.history is None @property def parents(self) -> Iterable[Variable]: + """Returns the parents of this variable in the computation graph.""" assert self.history is not None return self.history.inputs def chain_rule(self, d_output: Any) -> Iterable[Tuple[Variable, Any]]: + """Apply the chain rule to get the derivatives of the inputs.""" h = self.history assert h is not None assert h.last_fn is not None @@ -260,6 +266,7 @@ def chain_rule(self, d_output: Any) -> Iterable[Tuple[Variable, Any]]: ] def backward(self, grad_output: Optional[Tensor] = None) -> None: + """Backpropagate the gradient through the computation graph.""" if grad_output is None: assert self.shape == (1,), "Must provide grad_output if non-scalar" grad_output = Tensor.make([1.0], (1,), backend=self.backend) @@ -285,3 +292,115 @@ def shape(self) -> UserShape: # Functions # TODO: Implement for Task 2.3. + @property + def size(self) -> int: + """Returns the total number of elements in the tensor.""" + return int(operators.prod(self.shape)) + + @property + def dims(self) -> int: + """Returns the number of dimensions of the tensor.""" + return len(self.shape) + + def zero_grad_(self) -> None: + """Zeroes the gradient of the tensor.""" + self.grad = None + + def __add__(self, b: TensorLike) -> Tensor: + """Addition of two tensors""" + return Add.apply(self, self._ensure_tensor(b)) + + def __sub__(self, b: TensorLike) -> Tensor: + """Subtraction of two tensors""" + return Add.apply(self, Neg.apply(self._ensure_tensor(b))) + + def __mul__(self, b: TensorLike) -> Tensor: + """Multiplication of two tensors""" + return Mul.apply(self, self._ensure_tensor(b)) + + def __lt__(self, b: TensorLike) -> Tensor: + """Less than comparison of two tensors""" + return LT.apply(self, self._ensure_tensor(b)) + + def __eq__(self, b: TensorLike) -> Tensor: + """Equality comparison of two tensors""" + return EQ.apply(self, self._ensure_tensor(b)) + + def __gt__(self, b: TensorLike) -> Tensor: + """Greater than comparison of two tensors""" + return LT.apply(self._ensure_tensor(b), self) + + def __neg__(self) -> Tensor: + """Negation of a tensor""" + return Neg.apply(self) + + def __radd__(self, b: TensorLike) -> Tensor: + """Addition of two tensors""" + return Add.apply(self._ensure_tensor(b), self) + + def __rmul__(self, b: TensorLike) -> Tensor: + """Multiplication of two tensors""" + return Mul.apply(self._ensure_tensor(b), self) + + def all(self, dim: Optional[TensorLike] = None) -> Tensor: + """All elements of a tensor""" + if dim is not None: + dim_tensor = self._ensure_tensor(dim) + return All.apply(self, dim_tensor) + else: + # all elements by passing a special value using -1 + # Wrap -1 as a Tensor + all_dims_tensor = self._ensure_tensor(-1) + return All.apply(self, all_dims_tensor) + + def is_close(self, b: TensorLike) -> Tensor: + """Check if two tensors are close""" + return IsClose.apply(self, self._ensure_tensor(b)) + + def sigmoid(self) -> Tensor: + """Sigmoid of a tensor""" + return Sigmoid.apply(self) + + def relu(self) -> Tensor: + """ReLU of a tensor""" + return ReLU.apply(self) + + def log(self) -> Tensor: + """Log of a tensor""" + return Log.apply(self) + + def exp(self) -> Tensor: + """Exponential of a tensor""" + return Exp.apply(self) + + def sum(self, dim: Optional[int] = None) -> Tensor: + """Sum of a tensor along a specified dimension.""" + if dim is not None: + dim_tensor = self._ensure_tensor(dim) + return Sum.apply(self, dim_tensor) + else: + # sum over all elements by passing a special value using -1 + # Wrap -1 as a Tensor + all_dims_tensor = self._ensure_tensor(-1) + return Sum.apply(self, all_dims_tensor) + + def mean(self, dim: Optional[int] = None) -> Tensor: + """Mean of a tensor""" + if dim is not None: + dim_tensor = self._ensure_tensor(dim) + return Sum.apply(self, dim_tensor) / self.size + else: + # mean over all elements by passing a special value using -1 + # Wrap -1 as a Tensor + all_dims_tensor = self._ensure_tensor(-1) + return Sum.apply(self, all_dims_tensor) / self.size + + def permute(self, *dims: TensorLike) -> Tensor: + """Permute the dimensions of the tensor.""" + dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) + return Permute.apply(self, dims) + + def view(self, *dims: TensorLike) -> Tensor: + """View a tensor""" + dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) + return View.apply(self, dims) diff --git a/minitorch/tensor_data.py b/minitorch/tensor_data.py index 3e84d29..93929a7 100644 --- a/minitorch/tensor_data.py +++ b/minitorch/tensor_data.py @@ -37,15 +37,21 @@ def index_to_position(index: Index, strides: Strides) -> int: storage based on strides. Args: + ---- index : index tuple of ints strides : tensor strides Returns: + ------- Position in storage """ # TODO: Implement for Task 2.1. - raise NotImplementedError("Need to implement for Task 2.1") + position = 0 + for i in range(len(index)): + position += index[i] * strides[i] + + return position def to_index(ordinal: int, shape: Shape, out_index: OutIndex) -> None: @@ -55,13 +61,23 @@ def to_index(ordinal: int, shape: Shape, out_index: OutIndex) -> None: may not be the inverse of `index_to_position`. Args: + ---- ordinal: ordinal position to convert. shape : tensor shape. out_index : return index corresponding to position. """ # TODO: Implement for Task 2.1. - raise NotImplementedError("Need to implement for Task 2.1") + stride = strides_from_shape(shape) + + elements_skipped = 0 + + for index in range(len(out_index[:-1])): + out_index[index] = (ordinal - elements_skipped) // stride[index] + + elements_skipped += out_index[index] * stride[index] + + out_index[-1] = ordinal - elements_skipped def broadcast_index( @@ -74,35 +90,65 @@ def broadcast_index( removed. Args: + ---- big_index : multidimensional index of bigger tensor big_shape : tensor shape of bigger tensor shape : tensor shape of smaller tensor out_index : multidimensional index of smaller tensor Returns: + ------- None """ # TODO: Implement for Task 2.2. - raise NotImplementedError("Need to implement for Task 2.2") + + skip = len(big_shape) - len(shape) + + for bindex in range(len(big_shape)): + if bindex < skip: + continue + + sindex = bindex - skip + + out_index[sindex] = 0 if shape[sindex] == 1 else big_index[bindex] def shape_broadcast(shape1: UserShape, shape2: UserShape) -> UserShape: """Broadcast two shapes to create a new union shape. Args: + ---- shape1 : first shape shape2 : second shape Returns: + ------- broadcasted shape Raises: + ------ IndexingError : if cannot broadcast """ # TODO: Implement for Task 2.2. - raise NotImplementedError("Need to implement for Task 2.2") + + shape1 = (1,) * (len(shape2) - len(shape1)) + tuple(shape1) + shape2 = (1,) * (len(shape1) - len(shape2)) + tuple(shape2) + + broadcast_shape = [0] * len(shape1) + + for index in range(len(shape1)): + if shape1[index] == 1 or shape1[index] == shape2[index]: + broadcast_shape[index] = shape2[index] + elif shape2[index] == 1: + broadcast_shape[index] = shape1[index] + else: + raise IndexingError( + f"{shape1[index]} at dimension {index} can't be broadcasted to {shape2[index]}" + ) + + return tuple(broadcast_shape) def strides_from_shape(shape: UserShape) -> UserStrides: @@ -157,7 +203,8 @@ def to_cuda_(self) -> None: # pragma: no cover def is_contiguous(self) -> bool: """Check that the layout is contiguous, i.e. outer dimensions have bigger strides than inner dimensions. - Returns: + Returns + ------- bool : True if contiguous """ @@ -170,9 +217,11 @@ def is_contiguous(self) -> bool: @staticmethod def shape_broadcast(shape_a: UserShape, shape_b: UserShape) -> UserShape: + """Broadcast two shapes to create a new union shape.""" return shape_broadcast(shape_a, shape_b) def index(self, index: Union[int, UserIndex]) -> int: + """Return the index of the element in the array""" if isinstance(index, int): aindex: Index = array([index]) else: # if isinstance(index, tuple): @@ -196,6 +245,7 @@ def index(self, index: Union[int, UserIndex]) -> int: return index_to_position(array(index), self._strides) def indices(self) -> Iterable[UserIndex]: + """Yields multidimensiona indices for each element in the array r""" lshape: Shape = array(self.shape) out_index: Index = array(self.shape) for i in range(self.size): @@ -207,10 +257,12 @@ def sample(self) -> UserIndex: return tuple((random.randint(0, s - 1) for s in self.shape)) def get(self, key: UserIndex) -> float: + """Get a value from the tensor""" x: float = self._storage[self.index(key)] return x def set(self, key: UserIndex, val: float) -> None: + """Set a value in the tensor""" self._storage[self.index(key)] = val def tuple(self) -> Tuple[Storage, Shape, Strides]: @@ -221,9 +273,11 @@ def permute(self, *order: int) -> TensorData: """Permute the dimensions of the tensor. Args: + ---- *order: a permutation of the dimensions Returns: + ------- New `TensorData` with the same storage and a new dimension order. """ @@ -232,7 +286,15 @@ def permute(self, *order: int) -> TensorData: ), f"Must give a position to each dimension. Shape: {self.shape} Order: {order}" # TODO: Implement for Task 2.1. - raise NotImplementedError("Need to implement for Task 2.1") + + new_shape = list(self.shape) + new_strides = list(self.strides) + + for index, val in enumerate(order): + new_shape[index] = self.shape[val] + new_strides[index] = self.strides[val] + + return TensorData(self._storage, tuple(new_shape), tuple(new_strides)) def to_string(self) -> str: """Convert to string""" diff --git a/minitorch/tensor_functions.py b/minitorch/tensor_functions.py index 0628e2e..5dc078c 100644 --- a/minitorch/tensor_functions.py +++ b/minitorch/tensor_functions.py @@ -66,21 +66,25 @@ def apply(cls, *vals: Tensor) -> Tensor: class Neg(Function): @staticmethod def forward(ctx: Context, t1: Tensor) -> Tensor: + """Negate function $f(x) = -x$""" return t1.f.neg_map(t1) @staticmethod def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Negate backward.""" return grad_output.f.neg_map(grad_output) class Inv(Function): @staticmethod def forward(ctx: Context, t1: Tensor) -> Tensor: + """Inverse function $f(x) = 1/x$""" ctx.save_for_backward(t1) return t1.f.inv_map(t1) @staticmethod def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Inverse backward.""" (t1,) = ctx.saved_values return grad_output.f.inv_back_zip(t1, grad_output) @@ -88,10 +92,12 @@ def backward(ctx: Context, grad_output: Tensor) -> Tensor: class Add(Function): @staticmethod def forward(ctx: Context, t1: Tensor, t2: Tensor) -> Tensor: + """Add two tensors.""" return t1.f.add_zip(t1, t2) @staticmethod def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: + """Add backward.""" return grad_output, grad_output @@ -99,18 +105,178 @@ class All(Function): @staticmethod def forward(ctx: Context, a: Tensor, dim: Tensor) -> Tensor: """Return 1 if all are true""" - if dim is not None: - return a.f.mul_reduce(a, int(dim.item())) - else: + dim = int(dim.item()) + + if dim == -1: return a.f.mul_reduce(a.contiguous().view(int(operators.prod(a.shape))), 0) + else: + return a.f.mul_reduce(a, int(dim.item())) # TODO: Implement for Task 2.3. +class Mul(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, t2: Tensor) -> Tensor: + """Multiply two tensors.""" + ctx.save_for_backward(t1, t2) + return t1.f.mul_zip(t1, t2) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: + """Multiply backward.""" + t1, t2 = ctx.saved_values + multiply = grad_output.f.mul_zip + return multiply(grad_output, t2), multiply(grad_output, t1) + + +class Sigmoid(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor) -> Tensor: + """Sigmoid function $f(x) = 1/(1 + exp(-x))$""" + result = t1.f.sigmoid_map(t1) + ctx.save_for_backward(result) + return result + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Derivative of the sigmoid function""" + (result,) = ctx.saved_values + multiply = grad_output.f.mul_zip + add = grad_output.f.add_zip + neg = grad_output.f.neg_map + one = grad_output._ensure_tensor(1.0) + return multiply(multiply(result, add(one, neg(result))), grad_output) + + +class ReLU(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor) -> Tensor: + """ReLU function $f(x) = max(0, x)$""" + ctx.save_for_backward(t1) + return t1.f.relu_map(t1) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Derivative of the ReLU function""" + (t1,) = ctx.saved_values + return grad_output.f.relu_back_zip(t1, grad_output) + + +class Log(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor) -> Tensor: + """Log function $f(x) = log(x)$""" + ctx.save_for_backward(t1) + return t1.f.log_map(t1) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Log backward.""" + (t1,) = ctx.saved_values + return grad_output.f.log_back_zip(t1, grad_output) + + +class Exp(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor) -> Tensor: + """Exp function $f(x) = exp(x)$""" + result = t1.f.exp_map(t1) + ctx.save_for_backward(result) + return result + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tensor: + """Exp backward.""" + (result,) = ctx.saved_values + multiply = grad_output.f.mul_zip + return multiply(result, grad_output) + + +class Sum(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, dim: Tensor) -> Tensor: + """Sum function $f(x) = sum(x)$""" + dim = int(dim.item()) + + if dim == -1: + ctx.save_for_backward(t1.shape, dim) + return t1.f.add_reduce( + t1.contiguous().view(int(operators.prod(t1.shape))), 0 + ) + else: + ctx.save_for_backward(t1.shape, dim) + return t1.f.add_reduce(t1, dim) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, float]: + """Sum backward.""" + (t1_shape, dim) = ctx.saved_values + return grad_output, 0.0 + + +class LT(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, t2: Tensor) -> Tensor: + """Less than function $f(x) = x < y$""" + ctx.save_for_backward(t1, t2) + return t1.f.lt_zip(t1, t2) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: + """Derivative of the less than function""" + return zeros(grad_output.shape), zeros(grad_output.shape) + + +class EQ(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, t2: Tensor) -> Tensor: + """Equal function $f(x) = x == y$""" + ctx.save_for_backward(t1, t2) + return t1.f.eq_zip(t1, t2) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: + """Derivative of the equal function""" + return zeros(grad_output.shape), zeros(grad_output.shape) + + +class IsClose(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, t2: Tensor) -> Tensor: + """Is close function $f(x) = x is close to y$ (within a tolerance of 1e-2)""" + return t1.f.is_close_zip(t1, t2) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: + """Derivative of the is close function""" + return zeros(grad_output.shape), zeros(grad_output.shape) + + +class Permute(Function): + @staticmethod + def forward(ctx: Context, t1: Tensor, shape: Tensor) -> Tensor: + """Permute function.""" + perm_order = [int(shape[i]) for i in range(shape.size)] + ctx.save_for_backward(perm_order) + permutation = t1._tensor.permute(*perm_order) + return t1._new(permutation) + + @staticmethod + def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, float]: + """Permute backward.""" + (perm_order,) = ctx.saved_values + + inverse_perm_order = [0] * len(perm_order) + for i, s in enumerate(perm_order): + inverse_perm_order[s] = i + + return grad_output._new(grad_output._tensor.permute(*inverse_perm_order)), 0.0 class View(Function): @staticmethod def forward(ctx: Context, a: Tensor, shape: Tensor) -> Tensor: + """View function.""" ctx.save_for_backward(a.shape) assert a._tensor.is_contiguous(), "Must be contiguous to view" shape2 = [int(shape[i]) for i in range(shape.size)] @@ -273,6 +439,7 @@ def flatten(ls: Any) -> List[float]: def grad_central_difference( f: Any, *vals: Tensor, arg: int = 0, epsilon: float = 1e-6, ind: UserIndex ) -> float: + """Compute the central difference for a function.""" x = vals[arg] up = zeros(x.shape) up[ind] = epsilon diff --git a/minitorch/tensor_ops.py b/minitorch/tensor_ops.py index 037e6e2..9ee45f5 100644 --- a/minitorch/tensor_ops.py +++ b/minitorch/tensor_ops.py @@ -2,21 +2,14 @@ from typing import TYPE_CHECKING, Callable, Optional, Type -import numpy as np from typing_extensions import Protocol from . import operators -from .tensor_data import ( - MAX_DIMS, - broadcast_index, - index_to_position, - shape_broadcast, - to_index, -) +from .tensor_data import broadcast_index, index_to_position, shape_broadcast, to_index if TYPE_CHECKING: from .tensor import Tensor - from .tensor_data import Index, Shape, Storage, Strides + from .tensor_data import Shape, Storage, Strides class MapProto(Protocol): @@ -41,7 +34,9 @@ def zip( @staticmethod def reduce( fn: Callable[[float, float], float], start: float = 0.0 - ) -> Callable[[Tensor, int], Tensor]: ... + ) -> Callable[[Tensor, int], Tensor]: + """Reduce placeholder""" + ... @staticmethod def matrix_multiply(a: Tensor, b: Tensor) -> Tensor: @@ -57,10 +52,12 @@ def __init__(self, ops: Type[TensorOps]): that implements map, zip, and reduce higher-order functions. Args: + ---- ops : tensor operations object see `tensor_ops.py` Returns: + ------- A collection of tensor functions """ @@ -112,12 +109,14 @@ def map(fn: Callable[[float], float]) -> MapProto: out[i, j] = fn(a[i, 0]) Args: + ---- fn: function from float-to-float to apply. a (:class:`TensorData`): tensor to map over out (:class:`TensorData`): optional, tensor data to fill in, should broadcast with `a` Returns: + ------- new tensor data """ @@ -154,11 +153,13 @@ def zip( Args: + ---- fn: function from two floats-to-float to apply a (:class:`TensorData`): tensor to zip over b (:class:`TensorData`): tensor to zip over Returns: + ------- :class:`TensorData` : new tensor data """ @@ -193,11 +194,14 @@ def reduce( Args: + ---- fn: function from two floats-to-float to apply a (:class:`TensorData`): tensor to reduce over + start (float): starting value for reduction dim (int): int of dim to reduce Returns: + ------- :class:`TensorData` : new tensor """ @@ -246,9 +250,11 @@ def tensor_map( broadcast. (`in_shape` must be smaller than `out_shape`). Args: + ---- fn: function from float-to-float to apply Returns: + ------- Tensor map function. """ @@ -261,8 +267,18 @@ def _map( in_shape: Shape, in_strides: Strides, ) -> None: - # TODO: Implement for Task 2.3. - raise NotImplementedError("Need to implement for Task 2.3") + """Map a function over a tensor.""" + for out_linear_index in range(len(out)): + out_index = [0] * len(out_shape) + to_index(out_linear_index, out_shape, out_index) + + in_index = [0] * len(in_shape) + + broadcast_index(out_index, out_shape, in_shape, in_index) + + in_linear_index = index_to_position(in_index, in_strides) + + out[out_linear_index] = fn(in_storage[in_linear_index]) return _map @@ -288,9 +304,11 @@ def tensor_zip( and `b_shape` broadcast to `out_shape`. Args: + ---- fn: function mapping two floats to float to apply Returns: + ------- Tensor zip function. """ @@ -306,8 +324,30 @@ def _zip( b_shape: Shape, b_strides: Strides, ) -> None: + """Zip two tensors together.""" # TODO: Implement for Task 2.3. - raise NotImplementedError("Need to implement for Task 2.3") + + for out_linear_index in range(len(out)): + out_index = [0] * len(out_shape) + to_index(out_linear_index, out_shape, out_index) + + # A + a_index = [0] * len(a_shape) + + broadcast_index(out_index, out_shape, a_shape, a_index) + + a_linear_index = index_to_position(a_index, a_strides) + + # B + b_index = [0] * len(b_shape) + + broadcast_index(out_index, out_shape, b_shape, b_index) + + b_linear_index = index_to_position(b_index, b_strides) + + out[out_linear_index] = fn( + a_storage[a_linear_index], b_storage[b_linear_index] + ) return _zip @@ -321,9 +361,11 @@ def tensor_reduce( except with `reduce_dim` turned to size `1` Args: + ---- fn: reduction function mapping two floats to float Returns: + ------- Tensor reduce function. """ @@ -337,8 +379,25 @@ def _reduce( a_strides: Strides, reduce_dim: int, ) -> None: + """Reduce along a dimension""" # TODO: Implement for Task 2.3. - raise NotImplementedError("Need to implement for Task 2.3") + + for out_linear_index in range(len(out)): + out_index = [0] * len(out_shape) + to_index(out_linear_index, out_shape, out_index) + + a_index = out_index.copy() + a_index[reduce_dim] = 0 + + reduced_val = a_storage[index_to_position(a_index, a_strides)] + + for i in range(1, a_shape[reduce_dim]): + a_index[reduce_dim] = i + reduced_val = fn( + reduced_val, a_storage[index_to_position(a_index, a_strides)] + ) + + out[out_linear_index] = reduced_val return _reduce diff --git a/project/run_scalar.py b/project/run_scalar.py index f75fbb0..f6d5ab1 100644 --- a/project/run_scalar.py +++ b/project/run_scalar.py @@ -11,9 +11,15 @@ class Network(minitorch.Module): def __init__(self, hidden_layers): super().__init__() - raise NotImplementedError("Need to include this file from past assignment.") + + self.layer1 = Linear(2, hidden_layers) + + self.layer2 = Linear(hidden_layers, hidden_layers) + + self.layer3 = Linear(hidden_layers, 1) def forward(self, x): + """Forward pass of the network. """ middle = [h.relu() for h in self.layer1.forward(x)] end = [h.relu() for h in self.layer2.forward(middle)] return self.layer3.forward(end)[0].sigmoid() @@ -40,7 +46,14 @@ def __init__(self, in_size, out_size): ) def forward(self, inputs): - raise NotImplementedError("Need to include this file from past assignment.") + """Compute y = Wx + b.""" + out = [] + for j in range(len(self.bias)): + y = self.bias[j].value # Initialize y with the bias for output j + for i in range(len(self.weights)): + y += self.weights[i][j].value * inputs[i] # Accumulate the weighted sum of inputs + out.append(y) + return out def default_log_fn(epoch, total_loss, correct, losses): diff --git a/project/run_tensor.py b/project/run_tensor.py index af16d6d..22c9587 100644 --- a/project/run_tensor.py +++ b/project/run_tensor.py @@ -12,6 +12,47 @@ def RParam(*shape): return minitorch.Parameter(r) # TODO: Implement for Task 2.5. +class Network(minitorch.Module): + def __init__(self, hidden_layers): + super().__init__() + + self.layer1 = Linear(2, hidden_layers) + + self.layer2 = Linear(hidden_layers, hidden_layers) + + self.layer3 = Linear(hidden_layers, 1) + + def forward(self, x): + """Forward pass of the network. """ + middle = self.layer1.forward(x).relu() + end = self.layer2.forward(middle).relu() + return self.layer3.forward(end).sigmoid() + + +class Linear(minitorch.Module): + def __init__(self, in_size, out_size): + super().__init__() + self.weights = RParam(in_size, out_size) + self.bias = RParam(out_size) + + def forward(self, inputs): + """Compute y = Wx + b.""" + # Note: W shape is (in_size, out_size) + # x shape is (N, in_size) + # b shape is (out_size) + + W = self.weights.value.view(1, *self.weights.value.shape) # (1, in_size, out_size) + x = inputs.view(*inputs.shape, 1) # (N, in_size, 1) + b = self.bias.value.view(1, *self.bias.value.shape) # (1, out_size) + + multiplied = W * x # (N, in_size, out_size) + Wx = multiplied.sum(1) # (N, 1, out_size) (summation does not remove the singleton dimension) + + Wx = Wx.view(Wx.shape[0], Wx.shape[2]) # (N, out_size) (remove singleton dimension) + + y = Wx + b # (N, out_size) + + return y def default_log_fn(epoch, total_loss, correct, losses): print("Epoch ", epoch, " loss ", total_loss, "correct", correct) diff --git a/requirements.extra.txt b/requirements.extra.txt index 070fa1d..81db523 100644 --- a/requirements.extra.txt +++ b/requirements.extra.txt @@ -1,5 +1,7 @@ +altair==4.2.2 datasets==2.4.0 embeddings==0.0.8 +networkx==3.3 plotly==4.14.3 pydot==1.4.1 python-mnist @@ -7,5 +9,3 @@ streamlit==1.12.0 streamlit-ace torch watchdog==1.0.2 -altair==4.2.2 -networkx==3.3 diff --git a/sync_previous_module.py b/sync_previous_module.py index 9110bf9..f500b80 100644 --- a/sync_previous_module.py +++ b/sync_previous_module.py @@ -1,5 +1,4 @@ -""" -Description: +"""Description: Note: Make sure that both the new and old module files are in same directory! This script helps you sync your previous module works with current modules. @@ -10,6 +9,7 @@ Ex: python sync_previous_module.py mle-module-0-sauravpanda24 mle-module-1-sauravpanda24 """ + import os import shutil import sys @@ -38,13 +38,13 @@ # copy the files from source to destination try: for file in files_to_move: - print(f"Moving file : ", file) + print("Moving file : ", file) shutil.copy( os.path.join(grandparent_path, source, file), os.path.join(grandparent_path, dest, file), ) print(f"Finished moving {len(files_to_move)} files") -except Exception as e: +except Exception: print( "Something went wrong! please check if the source and destination folders are present in same folder" ) From 08470e974575007e426d1ef84dd9480b00d8096e Mon Sep 17 00:00:00 2001 From: TaykhoomDalal Date: Tue, 8 Oct 2024 17:09:10 -0400 Subject: [PATCH 4/7] fixed types for pyright --- minitorch/tensor.py | 12 ++++++------ minitorch/tensor_data.py | 3 ++- minitorch/tensor_functions.py | 15 ++++++--------- minitorch/tensor_ops.py | 14 ++++++++------ tests/strategies.py | 4 ++-- 5 files changed, 24 insertions(+), 24 deletions(-) diff --git a/minitorch/tensor.py b/minitorch/tensor.py index de967dd..7d509d2 100644 --- a/minitorch/tensor.py +++ b/minitorch/tensor.py @@ -395,12 +395,12 @@ def mean(self, dim: Optional[int] = None) -> Tensor: all_dims_tensor = self._ensure_tensor(-1) return Sum.apply(self, all_dims_tensor) / self.size - def permute(self, *dims: TensorLike) -> Tensor: + def permute(self, *dims: int) -> Tensor: """Permute the dimensions of the tensor.""" - dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) - return Permute.apply(self, dims) + tensor_dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) + return Permute.apply(self, tensor_dims) - def view(self, *dims: TensorLike) -> Tensor: + def view(self, *dims: int) -> Tensor: """View a tensor""" - dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) - return View.apply(self, dims) + tensor_dims = Tensor.make(list(dims), (len(dims),), backend=self.backend) + return View.apply(self, tensor_dims) diff --git a/minitorch/tensor_data.py b/minitorch/tensor_data.py index 93929a7..e3d866e 100644 --- a/minitorch/tensor_data.py +++ b/minitorch/tensor_data.py @@ -68,7 +68,8 @@ def to_index(ordinal: int, shape: Shape, out_index: OutIndex) -> None: """ # TODO: Implement for Task 2.1. - stride = strides_from_shape(shape) + proper_shape: UserShape = shape.tolist() + stride = strides_from_shape(proper_shape) elements_skipped = 0 diff --git a/minitorch/tensor_functions.py b/minitorch/tensor_functions.py index 5dc078c..10e3b0c 100644 --- a/minitorch/tensor_functions.py +++ b/minitorch/tensor_functions.py @@ -105,12 +105,12 @@ class All(Function): @staticmethod def forward(ctx: Context, a: Tensor, dim: Tensor) -> Tensor: """Return 1 if all are true""" - dim = int(dim.item()) + all_dim = int(dim.item()) - if dim == -1: + if all_dim == -1: return a.f.mul_reduce(a.contiguous().view(int(operators.prod(a.shape))), 0) else: - return a.f.mul_reduce(a, int(dim.item())) + return a.f.mul_reduce(a, all_dim) # TODO: Implement for Task 2.3. @@ -196,21 +196,18 @@ class Sum(Function): @staticmethod def forward(ctx: Context, t1: Tensor, dim: Tensor) -> Tensor: """Sum function $f(x) = sum(x)$""" - dim = int(dim.item()) + sum_dim = int(dim.item()) - if dim == -1: - ctx.save_for_backward(t1.shape, dim) + if sum_dim == -1: return t1.f.add_reduce( t1.contiguous().view(int(operators.prod(t1.shape))), 0 ) else: - ctx.save_for_backward(t1.shape, dim) - return t1.f.add_reduce(t1, dim) + return t1.f.add_reduce(t1, sum_dim) @staticmethod def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, float]: """Sum backward.""" - (t1_shape, dim) = ctx.saved_values return grad_output, 0.0 diff --git a/minitorch/tensor_ops.py b/minitorch/tensor_ops.py index 9ee45f5..7e4e09e 100644 --- a/minitorch/tensor_ops.py +++ b/minitorch/tensor_ops.py @@ -11,6 +11,8 @@ from .tensor import Tensor from .tensor_data import Shape, Storage, Strides +import numpy as np + class MapProto(Protocol): def __call__(self, x: Tensor, out: Optional[Tensor] = ..., /) -> Tensor: @@ -269,10 +271,10 @@ def _map( ) -> None: """Map a function over a tensor.""" for out_linear_index in range(len(out)): - out_index = [0] * len(out_shape) + out_index = np.zeros(len(out_shape), dtype=np.int32) to_index(out_linear_index, out_shape, out_index) - in_index = [0] * len(in_shape) + in_index = np.zeros(len(in_shape), dtype=np.int32) broadcast_index(out_index, out_shape, in_shape, in_index) @@ -328,18 +330,18 @@ def _zip( # TODO: Implement for Task 2.3. for out_linear_index in range(len(out)): - out_index = [0] * len(out_shape) + out_index = np.zeros(len(out_shape), dtype=np.int32) to_index(out_linear_index, out_shape, out_index) # A - a_index = [0] * len(a_shape) + a_index = np.zeros(len(a_shape), dtype=np.int32) broadcast_index(out_index, out_shape, a_shape, a_index) a_linear_index = index_to_position(a_index, a_strides) # B - b_index = [0] * len(b_shape) + b_index = np.zeros(len(b_shape), dtype=np.int32) broadcast_index(out_index, out_shape, b_shape, b_index) @@ -383,7 +385,7 @@ def _reduce( # TODO: Implement for Task 2.3. for out_linear_index in range(len(out)): - out_index = [0] * len(out_shape) + out_index = np.zeros(len(out_shape), dtype=np.int32) to_index(out_linear_index, out_shape, out_index) a_index = out_index.copy() diff --git a/tests/strategies.py b/tests/strategies.py index 41b0766..c89edeb 100644 --- a/tests/strategies.py +++ b/tests/strategies.py @@ -1,7 +1,7 @@ from hypothesis import settings from hypothesis.strategies import floats, integers -import minitorch +from minitorch.operators import is_close settings.register_profile("ci", deadline=None) @@ -14,4 +14,4 @@ def assert_close(a: float, b: float) -> None: - assert minitorch.operators.is_close(a, b), "Failure x=%f y=%f" % (a, b) + assert is_close(a, b), "Failure x=%f y=%f" % (a, b) From 2f8e0b63c3da7d2bf0c750002a1103d8732d90e6 Mon Sep 17 00:00:00 2001 From: TaykhoomDalal Date: Tue, 8 Oct 2024 18:10:42 -0400 Subject: [PATCH 5/7] type issue with streamlit app launch --- README.md | 30 +++++++++++++++++++++++++++++- minitorch/tensor_data.py | 4 +++- 2 files changed, 32 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 5a06d92..16af1e0 100644 --- a/README.md +++ b/README.md @@ -16,4 +16,32 @@ python sync_previous_module.py previous-module-dir current-module-dir The files that will be synced are: - minitorch/operators.py minitorch/module.py minitorch/autodiff.py minitorch/scalar.py minitorch/scalar_functions.py minitorch/module.py project/run_manual.py project/run_scalar.py project/datasets.py \ No newline at end of file + minitorch/operators.py minitorch/module.py minitorch/autodiff.py minitorch/scalar.py minitorch/scalar_functions.py minitorch/module.py project/run_manual.py project/run_scalar.py project/datasets.py + +## Simple Dataset + + + + + + +## Diag Dataset + + + + + + +## Split Dataset + + + + + + +## XOR Dataset + + + + + \ No newline at end of file diff --git a/minitorch/tensor_data.py b/minitorch/tensor_data.py index e3d866e..aa85dce 100644 --- a/minitorch/tensor_data.py +++ b/minitorch/tensor_data.py @@ -68,7 +68,9 @@ def to_index(ordinal: int, shape: Shape, out_index: OutIndex) -> None: """ # TODO: Implement for Task 2.1. - proper_shape: UserShape = shape.tolist() + # if type(shape) is not np.ndarray: + # shape = np.array(shape) + proper_shape: UserShape = list(shape) stride = strides_from_shape(proper_shape) elements_skipped = 0 From fbf1568652e304ac56d87e7cc60933e611c17038 Mon Sep 17 00:00:00 2001 From: TaykhoomDalal Date: Tue, 8 Oct 2024 18:11:57 -0400 Subject: [PATCH 6/7] task 5 results --- images/Diag/DiagDataSet.png | Bin 0 -> 63466 bytes images/Diag/DiagDataSet_Hyper.png | Bin 0 -> 25663 bytes images/Diag/DiagDataSet_LossGraph.png | Bin 0 -> 24898 bytes images/Diag/DiagDataSet_LossTable.png | Bin 0 -> 31304 bytes images/Diag/DiagDataSet_Model.png | Bin 0 -> 10744 bytes images/Simple/SimpleDataSet.png | Bin 0 -> 96937 bytes images/Simple/SimpleDataSet_Hyper.png | Bin 0 -> 25792 bytes images/Simple/SimpleDataSet_LossGraph.png | Bin 0 -> 26732 bytes images/Simple/SimpleDataSet_LossTable.png | Bin 0 -> 30426 bytes images/Simple/SimpleDataSet_Model.png | Bin 0 -> 10767 bytes images/Split/SplitDataSet.png | Bin 0 -> 126771 bytes images/Split/SplitDataSet_Hyper.png | Bin 0 -> 26793 bytes images/Split/SplitDataSet_LossGraph.png | Bin 0 -> 25887 bytes images/Split/SplitDataSet_LossTable.png | Bin 0 -> 29298 bytes images/Split/SplitDataSet_Model.png | Bin 0 -> 10853 bytes images/XOR/XORDataSet.png | Bin 0 -> 110052 bytes images/XOR/XORDataSet_Hyper.png | Bin 0 -> 26389 bytes images/XOR/XORDataSet_LossGraph.png | Bin 0 -> 26116 bytes images/XOR/XORDataSet_LossTable.png | Bin 0 -> 30516 bytes images/XOR/XORDataSet_Model.png | Bin 0 -> 10845 bytes 20 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 images/Diag/DiagDataSet.png create mode 100644 images/Diag/DiagDataSet_Hyper.png create mode 100644 images/Diag/DiagDataSet_LossGraph.png create mode 100644 images/Diag/DiagDataSet_LossTable.png create mode 100644 images/Diag/DiagDataSet_Model.png create mode 100644 images/Simple/SimpleDataSet.png create mode 100644 images/Simple/SimpleDataSet_Hyper.png create mode 100644 images/Simple/SimpleDataSet_LossGraph.png create mode 100644 images/Simple/SimpleDataSet_LossTable.png create mode 100644 images/Simple/SimpleDataSet_Model.png create mode 100644 images/Split/SplitDataSet.png create mode 100644 images/Split/SplitDataSet_Hyper.png create mode 100644 images/Split/SplitDataSet_LossGraph.png create mode 100644 images/Split/SplitDataSet_LossTable.png create mode 100644 images/Split/SplitDataSet_Model.png create mode 100644 images/XOR/XORDataSet.png create mode 100644 images/XOR/XORDataSet_Hyper.png create mode 100644 images/XOR/XORDataSet_LossGraph.png 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TaykhoomDalal Date: Fri, 11 Oct 2024 15:32:45 -0400 Subject: [PATCH 7/7] made dim arg optional in forward func for Sum/All --- minitorch/tensor.py | 19 ++++++------------- minitorch/tensor_functions.py | 29 ++++++++++++++++++----------- 2 files changed, 24 insertions(+), 24 deletions(-) diff --git a/minitorch/tensor.py b/minitorch/tensor.py index 7d509d2..8a837a6 100644 --- a/minitorch/tensor.py +++ b/minitorch/tensor.py @@ -342,16 +342,13 @@ def __rmul__(self, b: TensorLike) -> Tensor: """Multiplication of two tensors""" return Mul.apply(self._ensure_tensor(b), self) - def all(self, dim: Optional[TensorLike] = None) -> Tensor: + def all(self, dim: Optional[int] = None) -> Tensor: """All elements of a tensor""" if dim is not None: dim_tensor = self._ensure_tensor(dim) return All.apply(self, dim_tensor) else: - # all elements by passing a special value using -1 - # Wrap -1 as a Tensor - all_dims_tensor = self._ensure_tensor(-1) - return All.apply(self, all_dims_tensor) + return All.apply(self) def is_close(self, b: TensorLike) -> Tensor: """Check if two tensors are close""" @@ -379,10 +376,8 @@ def sum(self, dim: Optional[int] = None) -> Tensor: dim_tensor = self._ensure_tensor(dim) return Sum.apply(self, dim_tensor) else: - # sum over all elements by passing a special value using -1 - # Wrap -1 as a Tensor - all_dims_tensor = self._ensure_tensor(-1) - return Sum.apply(self, all_dims_tensor) + # sum over all elements + return Sum.apply(self) def mean(self, dim: Optional[int] = None) -> Tensor: """Mean of a tensor""" @@ -390,10 +385,8 @@ def mean(self, dim: Optional[int] = None) -> Tensor: dim_tensor = self._ensure_tensor(dim) return Sum.apply(self, dim_tensor) / self.size else: - # mean over all elements by passing a special value using -1 - # Wrap -1 as a Tensor - all_dims_tensor = self._ensure_tensor(-1) - return Sum.apply(self, all_dims_tensor) / self.size + # mean over all elements + return Sum.apply(self) / self.size def permute(self, *dims: int) -> Tensor: """Permute the dimensions of the tensor.""" diff --git a/minitorch/tensor_functions.py b/minitorch/tensor_functions.py index 10e3b0c..132e363 100644 --- a/minitorch/tensor_functions.py +++ b/minitorch/tensor_functions.py @@ -14,7 +14,7 @@ from .tensor_ops import SimpleBackend, TensorBackend if TYPE_CHECKING: - from typing import Any, List, Tuple + from typing import Any, List, Tuple, Optional, Union from .tensor import Tensor from .tensor_data import UserIndex, UserShape @@ -103,13 +103,12 @@ def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, Tensor]: class All(Function): @staticmethod - def forward(ctx: Context, a: Tensor, dim: Tensor) -> Tensor: + def forward(ctx: Context, a: Tensor, dim: Optional[Tensor] = None) -> Tensor: """Return 1 if all are true""" - all_dim = int(dim.item()) - - if all_dim == -1: + if dim is None: return a.f.mul_reduce(a.contiguous().view(int(operators.prod(a.shape))), 0) else: + all_dim = int(dim.item()) return a.f.mul_reduce(a, all_dim) @@ -194,21 +193,29 @@ def backward(ctx: Context, grad_output: Tensor) -> Tensor: class Sum(Function): @staticmethod - def forward(ctx: Context, t1: Tensor, dim: Tensor) -> Tensor: + def forward(ctx: Context, t1: Tensor, dim: Optional[Tensor] = None) -> Tensor: """Sum function $f(x) = sum(x)$""" - sum_dim = int(dim.item()) - - if sum_dim == -1: + if dim is None: + ctx.save_for_backward(dim) return t1.f.add_reduce( t1.contiguous().view(int(operators.prod(t1.shape))), 0 ) else: + sum_dim = int(dim.item()) + ctx.save_for_backward(sum_dim) return t1.f.add_reduce(t1, sum_dim) @staticmethod - def backward(ctx: Context, grad_output: Tensor) -> Tuple[Tensor, float]: + def backward( + ctx: Context, grad_output: Tensor + ) -> Union[Tensor, Tuple[Tensor, float]]: """Sum backward.""" - return grad_output, 0.0 + (dim,) = ctx.saved_values + + if dim is None: + return grad_output + else: + return grad_output, 0.0 class LT(Function):