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@AFirooz
Last active May 30, 2025 16:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-03-11T15:58:52.441959Z",
"start_time": "2024-03-11T15:58:50.916378Z"
}
},
"outputs": [
{
"data": {
"text/plain": "'svg'"
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from torchview import draw_graph\n",
"from torch import nn\n",
"import torch\n",
"import graphviz\n",
"\n",
"# when running on VSCode run the below command\n",
"# svg format on vscode does not give desired result\n",
"graphviz.set_jupyter_format('png')"
]
},
{
"cell_type": "code",
"outputs": [],
"source": [
"class MLP(nn.Module):\n",
" \"\"\"Multi Layer Perceptron with inplace option.\n",
" Make sure inplace=true and false has the same visual graph\"\"\"\n",
"\n",
" def __init__(self, inplace: bool = True) -> None:\n",
" super().__init__()\n",
" self.layers = nn.Sequential(\n",
" nn.Linear(128, 128),\n",
" nn.ReLU(inplace),\n",
" nn.Linear(128, 128),\n",
" )\n",
"\n",
" def forward(self, x: torch.Tensor) -> torch.Tensor:\n",
" x = self.layers(x)\n",
" return x\n",
"\n",
"\n",
"class SimpleRNN(nn.Module):\n",
" \"\"\"Simple RNN\"\"\"\n",
"\n",
" def __init__(self, inplace: bool = True) -> None:\n",
" super().__init__()\n",
" self.hid_dim = 2\n",
" self.input_dim = 3\n",
" self.max_length = 4\n",
" self.lstm = nn.LSTMCell(self.input_dim, self.hid_dim)\n",
" self.activation = nn.LeakyReLU(inplace=inplace)\n",
" self.projection = nn.Linear(self.hid_dim, self.input_dim)\n",
"\n",
" def forward(self, token_embedding: torch.Tensor) -> torch.Tensor:\n",
" b_size = token_embedding.size()[0]\n",
" hx = torch.randn(b_size, self.hid_dim, device=token_embedding.device)\n",
" cx = torch.randn(b_size, self.hid_dim, device=token_embedding.device)\n",
"\n",
" for _ in range(self.max_length):\n",
" hx, cx = self.lstm(token_embedding, (hx, cx))\n",
" hx = self.activation(hx)\n",
"\n",
" return hx"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-03-11T16:00:06.806150Z",
"start_time": "2024-03-11T16:00:06.788783Z"
}
},
"id": "2d996d3a463c6b90",
"execution_count": 2
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "<graphviz.graphs.Digraph at 0x7f29ef400670>"
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_graph_1 = draw_graph(\n",
" MLP(), input_size=(2, 128),\n",
" graph_name='MLP',\n",
" hide_inner_tensors=False,\n",
" hide_module_functions=False,\n",
")\n",
"\n",
"model_graph_1.visual_graph"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-03-11T16:02:41.556756Z",
"start_time": "2024-03-11T16:02:41.454615Z"
}
},
"id": "860b17ae63184a97",
"execution_count": 13
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "<graphviz.graphs.Digraph at 0x7f29e11e3b20>"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_graph_2 = draw_graph(\n",
" SimpleRNN(), input_size=(2, 3),\n",
" graph_name='RecursiveNet',\n",
" roll=True,\n",
" hide_inner_tensors=False,\n",
" hide_module_functions=False,\n",
")\n",
"\n",
"model_graph_2.resize_graph(scale=1)\n",
"model_graph_2.visual_graph"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-03-11T16:03:25.285761Z",
"start_time": "2024-03-11T16:03:25.135423Z"
}
},
"id": "1bd55305624b13ad",
"execution_count": 17
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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import multiprocessing as mp
import time
from tqdm import tqdm
""" See Obsidian for more details.
A more complicated example:
https://github.com/mCodingLLC/VideosSampleCode/blob/master/videos/104_multiprocessing_pool/multiprocessing_pool.py
"""
def process_task(func_args):
data, other = func_args
other = other if other else 0
# Replace this with the actual computation for each loop iteration
t = 25-data if data < 25 else data - 25
time.sleep(0.25*t)
# print(f"Processed {data=}")
return data*other
if __name__ == "__main__":
print("Number of cpu : ", mp.cpu_count())
# List of inputs for the loop
inputs = list(range(50))
other = list(range(0, 100, 2))
func_args = [(x, y) for x, y in zip(inputs, other)]
results = []
start = time.time()
# Create a pool of workers (defaults to all available cores)
with mp.Pool(processes=30) as pool:
# Map the function to the inputs, distributing tasks across CPUs
# results = pool.map(process_task, func_args)
# results = pool.map_async(process_task, func_args).get()
# results = list(pool.imap(process_task, func_args)) # Convert iterator to list. Much slower than map
# results = list(pool.imap_unordered(process_task, func_args))
# tqdm need to be passed an iterable, not a generator
# Source: https://stackoverflow.com/a/41921948/12315585
with tqdm(total=len(inputs)) as pbar:
for result in pool.imap_unordered(process_task, func_args):
pbar.update()
pbar.refresh()
# Do something with the result
results.append(result)
print('\ntime taken: ', time.time() - start, '\n')
if isinstance(results, list):
print(results)
else:
for r in results:
print(r)
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Code Quality & Organization

  • Clean Code: Write readable, maintainable code with meaningful names and clear structure

  • SOLID Principles: five fundamental principles of object-oriented programming and design that help reduce coupling, increase cohesion, and create more maintainable, flexible, and scalable software:

    1. S - Single Responsibility Principle (SRP)

      A class should have only one job or responsibility. Example: Instead of a User class that handles both user data and email sending, separate them into User and EmailService classes.

    2. O - Open/Closed Principle (OCP)

      Software entities should be open for extension but closed for modification. You should be able to add new functionality without changing existing code.

      How? Use interfaces and inheritance to add new payment methods without modifying existing payment processing code.

    3. L - Liskov Substitution Principle (LSP)

      Objects of a superclass should be replaceable with objects of a subclass without breaking the application.

      Example: If you have a Bird class, a Penguin subclass shouldn't break the application if it can't implement a fly() method that all birds are expected to have.

    4. I - Interface Segregation Principle (ISP)

      Clients should not be forced to depend on interfaces they don't use. Create specific, focused interfaces rather than large, monolithic ones.

      Example: Instead of one large Worker interface with methods like work(), eat(), and sleep(), create separate interfaces like Workable, Eatable, and Sleepable.

    5. D - Dependency Inversion Principle (DIP)

      High-level modules should not depend on low-level modules. Both should depend on abstractions (interfaces), not concrete implementations.

      Example: A PaymentProcessor should depend on a PaymentGateway interface, not directly on specific implementations like StripePayment or PayPalPayment.

  • DRY (Don't Repeat Yourself): Avoid code duplication

  • Code Reviews: Peer review process to catch bugs and improve code quality

Development Practices

  • Version Control: Use Git with meaningful commit messages and branching strategies
  • Test-Driven Development (TDD): Write tests before implementing features
  • Unit Testing: Comprehensive test coverage with automated testing
  • Documentation: Clear API docs, README files, and inline comments

Architecture & Design

  • Microservices Architecture: Break applications into small, independent services
  • Design Patterns: Use proven solutions for common problems
  • Separation of Concerns: Keep different functionalities isolated
  • API Design: RESTful APIs with consistent naming conventions

DevOps & Deployment

  • CI/CD Pipelines: Automated build, test, and deployment processes
  • Infrastructure as Code: Manage infrastructure through code
  • Containerization: Use Docker for consistent environments
  • Monitoring & Logging: Track application performance and errors

Project Management

  • Agile Methodologies: Iterative development with regular feedback
  • Code Standards: Consistent formatting and style guidelines
  • Security Best Practices: Input validation, authentication, encryption
  • Performance Optimization: Profiling and optimizing bottlenecks Agile Methodologies are iterative approaches to software development that emphasize flexibility, collaboration, and customer satisfaction. Here's a deep dive:

Core Agile Values (Agile Manifesto)

  • Individuals and interactions over processes and tools
  • Working software over comprehensive documentation
  • Customer collaboration over contract negotiation
  • Responding to change over following a plan

Popular Agile Frameworks

Scrum

  • Sprints: 1-4 week development cycles
  • Roles: Product Owner, Scrum Master, Development Team
  • Ceremonies: Sprint Planning, Daily Standups, Sprint Review, Retrospective
  • Artifacts: Product Backlog, Sprint Backlog, Increment

Kanban

  • Visual workflow management using boards
  • Continuous delivery without fixed iterations
  • Work-in-progress (WIP) limits
  • Focus on flow optimization

Extreme Programming (XP)

  • Pair programming and code reviews
  • Test-driven development (TDD)
  • Continuous integration
  • Simple design and refactoring

Key Agile Practices

Sprint Planning & Estimation

  • Story points for effort estimation
  • Planning poker for team consensus
  • Definition of Done criteria

Daily Communication

  • Stand-up meetings (What did you do? What will you do? Any blockers?)
  • Transparent progress tracking
  • Quick issue resolution

Continuous Improvement

  • Sprint retrospectives to identify improvements
  • Adapt processes based on team feedback
  • Metrics tracking (velocity, burndown charts)

Customer Involvement

  • Regular demos and feedback sessions
  • User stories written from customer perspective
  • Iterative requirement refinement
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