thecharlieblake

from torch import manual_seed, nn, optim, randn
manual_seed(1234)

### Uncomment one of these lines -> in both cases y2 comes out the same!
lr = 1; mult = 1e-3; init_std = 1 / mult; 
# lr = 1e-3; mult = 1; init_std = 1

l = nn.Linear(1024, 2048, bias=False)
nn.init.normal_(l.weight, std=init_std)
model = lambda x: l(x) * mult

thecharlieblake

from typing import Callable, List

import numpy as np
import torch
from torch._dynamo.backends.common import aot_autograd
from torch.fx.graph_module import GraphModule

# NOTE: requires torch >= 2.1.0

def np2torch(fn: Callable) -> Callable:

thecharlieblake

"""A representation of the two's complement format used for INT8."""
from dataclasses import dataclass
from functools import total_ordering
from typing import Any


@dataclass
class TwosComplementFormat:
    """Can be used to express any two's complement signed integer."""

thecharlieblake

"""A representation of the IEEE754 binary format, as well as variants for FP8."""
from dataclasses import dataclass
from functools import total_ordering
from typing import Any, ClassVar


@dataclass
class IEEE754BinaryFormat:
    """Can be used to express any format defined in the IEEE754 standard.

thecharlieblake

import numpy as np


class Matmul:
    def __init__(self, batch_sz, in_dim, out_dim):
        self.batch_sz, self.in_dim, self.out_dim = batch_sz, in_dim, out_dim
        glorot = np.sqrt(2 / (in_dim * out_dim))
        self._init_w(scale=glorot)
    
    def _init_w(self, scale):

thecharlieblake

class ProductGrid extends StatelessWidget {

  ProductGrid(this.userDocs);
  List<DocumentSnapshot> userDocs;

  IndividualProduct createProductFromSnapshot(DocumentSnapshot document) {
    return IndividualProduct(
        document["product_name"],
        document["image"][0],
        document["discounted_price"].toString()

thecharlieblake

/* Copyright 2014 Jan Wolter */
#include "stack.h"
#include "tableau.h"
#include "found.h"
#include "bouquet.h"
#include "solve.h"
#include "game.h"

char *gamename= "Canfield";
char *gameopt= "OF";

thecharlieblake

A checklist of things to do for each feature

1. Select the next logical feature
2. Create a task for it
3. Create some initial subtasks for it
4. Create a branch
5. Create the module/interface/package and insert it where it needs to go
6. Document it
7. Write integration tests
8. Ensure tests red

thecharlieblake

mv .bashrc .bashrc.bak
git clone --bare https://github.com/thecharlesblake/cfg.git $HOME/.cfg
function config {
   /usr/bin/git --git-dir=$HOME/.cfg/ --work-tree=$HOME $@
}
config checkout
config config --local status.showUntrackedFiles no
config submodule update --init --recursive