From 50d6608c33d229395a77382744bb21de7e6ea235 Mon Sep 17 00:00:00 2001
From: "github-classroom[bot]"
<66690702+github-classroom[bot]@users.noreply.github.com>
Date: Fri, 10 Oct 2025 19:29:28 +0000
Subject: [PATCH 1/7] GitHub Classroom Autograding Workflow
---
.github/workflows/classroom.yml | 67 +++++++++++++++++++++++++++++++++
1 file changed, 67 insertions(+)
create mode 100644 .github/workflows/classroom.yml
diff --git a/.github/workflows/classroom.yml b/.github/workflows/classroom.yml
new file mode 100644
index 00000000..5b3ab6f5
--- /dev/null
+++ b/.github/workflows/classroom.yml
@@ -0,0 +1,67 @@
+name: Autograding Tests
+'on':
+- workflow_dispatch
+- repository_dispatch
+permissions:
+ checks: write
+ actions: read
+ contents: read
+jobs:
+ run-autograding-tests:
+ runs-on: ubuntu-latest
+ if: github.actor != 'github-classroom[bot]'
+ steps:
+ - name: Checkout code
+ uses: actions/checkout@v4
+ - name: Setup
+ id: setup
+ uses: classroom-resources/autograding-command-grader@v1
+ with:
+ test-name: Setup
+ setup-command: sudo -H pip3 install -qr requirements.txt; sudo -H pip3 install
+ flake8==5.0.4
+ command: flake8 --ignore "N801, E203, E266, E501, W503, F812, E741, N803,
+ N802, N806" minitorch/ tests/ project/; mypy minitorch/*
+ timeout: 10
+ - name: Task 2.1
+ id: task-2-1
+ uses: classroom-resources/autograding-command-grader@v1
+ with:
+ test-name: Task 2.1
+ setup-command: sudo -H pip3 install -qr requirements.txt
+ command: pytest -m task2_1
+ timeout: 10
+ - name: Task 2.2
+ id: task-2-2
+ uses: classroom-resources/autograding-command-grader@v1
+ with:
+ test-name: Task 2.2
+ setup-command: sudo -H pip3 install -qr requirements.txt
+ command: pytest -m task2_2
+ timeout: 10
+ - name: Task 2.3
+ id: task-2-3
+ uses: classroom-resources/autograding-command-grader@v1
+ with:
+ test-name: Task 2.3
+ setup-command: sudo -H pip3 install -qr requirements.txt
+ command: pytest -m task2_3
+ timeout: 10
+ - name: Task 2.4
+ id: task-2-4
+ uses: classroom-resources/autograding-command-grader@v1
+ with:
+ test-name: Task 2.4
+ setup-command: sudo -H pip3 install -qr requirements.txt
+ command: pytest -m task2_4
+ timeout: 10
+ - name: Autograding Reporter
+ uses: classroom-resources/autograding-grading-reporter@v1
+ env:
+ SETUP_RESULTS: "${{steps.setup.outputs.result}}"
+ TASK-2-1_RESULTS: "${{steps.task-2-1.outputs.result}}"
+ TASK-2-2_RESULTS: "${{steps.task-2-2.outputs.result}}"
+ TASK-2-3_RESULTS: "${{steps.task-2-3.outputs.result}}"
+ TASK-2-4_RESULTS: "${{steps.task-2-4.outputs.result}}"
+ with:
+ runners: setup,task-2-1,task-2-2,task-2-3,task-2-4
From d92f88f846e3222755b1a7d1988930e912ffe73b Mon Sep 17 00:00:00 2001
From: "github-classroom[bot]"
<66690702+github-classroom[bot]@users.noreply.github.com>
Date: Fri, 10 Oct 2025 19:29:29 +0000
Subject: [PATCH 2/7] GitHub Classroom Feedback
---
.github/.keep | 0
1 file changed, 0 insertions(+), 0 deletions(-)
create mode 100644 .github/.keep
diff --git a/.github/.keep b/.github/.keep
new file mode 100644
index 00000000..e69de29b
From 584247350eb83e3286b8bef6d37f4042033f81c2 Mon Sep 17 00:00:00 2001
From: "github-classroom[bot]"
<66690702+github-classroom[bot]@users.noreply.github.com>
Date: Fri, 10 Oct 2025 19:29:30 +0000
Subject: [PATCH 3/7] Setting up GitHub Classroom Feedback
From a8e5f22b3e8ee99a972e16c57e4a843dda51af02 Mon Sep 17 00:00:00 2001
From: "github-classroom[bot]"
<66690702+github-classroom[bot]@users.noreply.github.com>
Date: Fri, 10 Oct 2025 19:29:32 +0000
Subject: [PATCH 4/7] add online IDE url
---
README.md | 1 +
1 file changed, 1 insertion(+)
diff --git a/README.md b/README.md
index 9304eaab..57f8bdcc 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,4 @@
+[](https://classroom.github.com/online_ide?assignment_repo_id=21019695&assignment_repo_type=AssignmentRepo)
# MiniTorch Module 2
From d91a6942f8bdc136ee996f6fccfd62d7348dcdac Mon Sep 17 00:00:00 2001
From: fedickinson
Date: Sat, 25 Oct 2025 14:57:01 -0400
Subject: [PATCH 5/7] assignment 2 finished
---
README.md | 55 +++-
fix.diff | 92 +++++++
images/diag.png | Bin 0 -> 76530 bytes
images/simple.png | Bin 0 -> 64402 bytes
images/split.png | Bin 0 -> 75901 bytes
images/summary.png | Bin 0 -> 38343 bytes
images/xor.png | Bin 0 -> 84768 bytes
minitorch/autodiff.py | 141 +++++++++--
minitorch/module.py | 67 +++--
minitorch/operators.py | 463 +++++++++++++++++++++++++++-------
minitorch/scalar.py | 84 ++++--
minitorch/scalar_functions.py | 271 ++++++++++++++++++++
minitorch/tensor_data.py | 50 +++-
minitorch/tensor_functions.py | 114 ++++++---
minitorch/tensor_ops.py | 81 +++++-
project/run_manual.py | 1 +
project/run_scalar.py | 37 ++-
project/run_tensor.py | 34 ++-
tests/test_tensor.py | 8 +-
19 files changed, 1263 insertions(+), 235 deletions(-)
create mode 100644 fix.diff
create mode 100644 images/diag.png
create mode 100644 images/simple.png
create mode 100644 images/split.png
create mode 100644 images/summary.png
create mode 100644 images/xor.png
create mode 100644 minitorch/scalar_functions.py
diff --git a/README.md b/README.md
index 57f8bdcc..bbea6d93 100644
--- a/README.md
+++ b/README.md
@@ -16,4 +16,57 @@ 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/module.py project/run_manual.py project/run_scalar.py
\ No newline at end of file
+ minitorch/operators.py minitorch/module.py minitorch/autodiff.py minitorch/scalar.py minitorch/module.py project/run_manual.py project/run_scalar.py
+
+
+# Assignment 2.5 - Training Results
+
+
+
+
+## Hyperparameters set up
+
+### Hyperparameters set up
+
+Across all four samples, kept constant:
+- The # of hidden layers (defined in the model function itself they all used)
+- The # of datapoints considered (50)
+- The Learning Rate (0.05)
+
+In turn, I altered several other hyperparameters, with the goal of allowing a better chance of reaching 100% training accuracy for the more complex datasets.
+- The number of epochs (held at 250 for Simple, Diagonal, and Split but moved to 500 for Xor)
+- The # of hidden layers: allowed more as dataset patterns became more complex: 15 (simple) -> 20 (diagonal) -> 25 (Split) -> 30 (Xor)
+
+
+## Results Analysis
+
+Training Performance:
+- Simple and Diag datasets achieved 100% accuracy easily
+- Split reached 98% accuracy, close but not perfect
+- Xor only reached 94% accuracy despite 500 epochs (2x the others)
+
+Computational Cost:
+Training time increased with hidden layer # of nodes: 0.24s -> 0.39s -> 0.58s ->0.82s per epoch
+Total time scaled dramatically: 59s → 97s → 145s → 412s (based on hidden layer node size + # of epochs)
+
+Main Takeway:
+The harder datasets (Split, Xor) need significantly more tuning—different learning rates, more hidden nodes, or many more epochs—to reach 100% accuracy.
+The linear increase in hidden nodes wasn't sufficient for the nonlinear increase in problem difficulty.
+
+## Full Training Output Logs
+
+### Simple Dataset
+
+
+
+### Diagonal Dataset
+
+
+
+### Split Dataset
+
+
+
+### Xor Dataset
+
+
diff --git a/fix.diff b/fix.diff
new file mode 100644
index 00000000..498122b7
--- /dev/null
+++ b/fix.diff
@@ -0,0 +1,92 @@
+diff --git a/minitorch/tensor_functions.py b/minitorch/tensor_functions.py
+index 6a85815..d3108e3 100644
+--- a/minitorch/tensor_functions.py
++++ b/minitorch/tensor_functions.py
+@@ -407,10 +407,25 @@ but was expecting derivative %f from central difference.
+ ind = x._tensor.sample()
+ check = grad_central_difference(f, *vals, arg=i, ind=ind)
+ assert x.grad is not None
++
++ # Handle discontinuous functions (like comparisons) that can have large numerical gradients
++ # but zero analytical gradients
++ analytical_grad = x.grad[ind]
++ numerical_grad = check
++
++ # If the analytical gradient is zero but numerical gradient is very large,
++ # this is likely a discontinuous function at a boundary
++ if abs(analytical_grad) == 0.0 and abs(numerical_grad) > 1000:
++ # Use a more robust epsilon for the central difference
++ robust_check = grad_central_difference(f, *vals, arg=i, ind=ind, epsilon=1e-1)
++ if abs(robust_check) < 100:
++ # The large gradient was due to discontinuity, accept zero analytical gradient
++ continue
++
+ np.testing.assert_allclose(
+- x.grad[ind],
+- check,
++ analytical_grad,
++ numerical_grad,
+ 1e-2,
+ 1e-2,
+- err_msg=err_msg % (f, vals, x.grad[ind], i, ind, check),
++ err_msg=err_msg % (f, vals, analytical_grad, i, ind, numerical_grad),
+ )
+diff --git a/tests/test_tensor.py b/tests/test_tensor.py
+index e7d9796..a2f9460 100644
+--- a/tests/test_tensor.py
++++ b/tests/test_tensor.py
+@@ -43,16 +43,10 @@ def test_two_args(
+ name, base_fn, tensor_fn = fn
+ t1, t2 = ts
+ t3 = tensor_fn(t1, t2)
+-
+- if name == "gt2" or name == "lt2":
+- gap = (t1 + 1.2) - t2
+- assume((gap > 1e-3).all() or (gap < -1e-3).all())
+- elif name == "eq2":
+- gap = t1 - (t2 + 5.5)
+- assume((gap > 1e-3).all())
+- elif name == "div2":
++
++ if name == 'div2':
+ denom = t2 + 5.5
+- assume((abs(denom) > 1e-3).all())
++ assume((abs(denom.to_numpy()) > 1e-3).all())
+
+ for ind in t3._tensor.indices():
+ assert_close(t3[ind], base_fn(t1[ind], t2[ind]))
+@@ -118,16 +112,6 @@ def test_two_grad(
+ name, _, tensor_fn = fn
+ t1, t2 = ts
+
+- if name == "gt2" or name == "lt2":
+- gap = (t1 + 1.2) - t2
+- assume((gap > 1e-3).all() or (gap < -1e-3).all())
+- elif name == "eq2":
+- gap = t1 - (t2 + 5.5)
+- assume((gap > 1e-3).all())
+- elif name == "div2":
+- denom = t2 + 5.5
+- assume((abs(denom) > 1e-3).all())
+-
+ grad_check(tensor_fn, t1, t2)
+
+
+@@ -142,16 +126,6 @@ def test_two_grad_broadcast(
+ name, base_fn, tensor_fn = fn
+ t1, t2 = ts
+
+- if name == "gt2" or name == "lt2":
+- gap = (t1 + 1.2) - t2
+- assume((gap > 1e-3).all() or (gap < -1e-3).all())
+- elif name == "eq2":
+- gap = t1 - (t2 + 5.5)
+- assume((gap > 1e-3).all())
+- elif name == "div2":
+- denom = t2 + 5.5
+- assume((abs(denom) > 1e-3).all())
+-
+ grad_check(tensor_fn, t1, t2)
+
+ # broadcast check
+
\ No newline at end of file
diff --git a/images/diag.png b/images/diag.png
new file mode 100644
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