clcarwin

import numpy as np
import torch
import torch.nn.functional as F

import onnx
import onnxruntime as ort

from torch.onnx import register_custom_op_symbolic
import torch.onnx.symbolic_helper as sym_help

clcarwin

You are Manus, an AI agent created by the Manus team.

You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet

clcarwin

#  So now you want to finetune that GPT-J-6B on a 3090/TITAN GPU ... okay 
#  More exploratory coding. It uses the Huggingface model port, deepspeed and reads all text/md files from a target directory
#  It is a fragment of a larger system with remote editing, but that's another story
#  This is the raw, training tester. Items to look out for:
#  - uses DeepSpeed and has a DS config
#  - to save space uses SGD instead of ADAM
#  - uses gradient checkpointing
#  - freezes 25% of the layers to fit

# Assumes you can already run https://gist.github.com/kinoc/2d636a68876cd3de7b6e9c9452b61089

clcarwin

package main

import (
	"crypto/tls"
	"golang.org/x/crypto/acme/autocert"
	"log"
	"net"
	"net/http"
)

clcarwin

First and foremost you need to set the CORS configuration for your bucket. I'm a Java developer so here's the code I wrote using the AWS Java SDK v2 to define the CORS configuration for my R2 bucket. Alternatively you can also edit your bucket CORS configuration using Postman following the tutorial at https://kian.org.uk/configuring-cors-on-cloudflare-r2/

// update the config section here with your information first
String bucketName = "YOUR_BUCKET";
String accessKeyId = "YOUR_R2_ACCESS_KEY_ID";
String secretAccessKey = "YOUR_R2_SECRET_ACCESS_KEY";
String accountId = "YOUR_ACCOUNT_ID";
URI uri = new URI("https://" + accountId + ".r2.cloudflarestorage.com");

clcarwin

#!/usr/bin/env python
from multiprocessing import Pool
import os

# All rights reserved.
# 
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
#     * Redistributions of source code must retain the above copyright
#       notice, this list of conditions and the following disclaimer.

clcarwin

function getHightlightCoords() {
var pageIndex = PDFViewerApplication.pdfViewer.currentPageNumber - 1; 
var page = PDFViewerApplication.pdfViewer.getPageView(pageIndex);
var pageRect = page.canvas.getClientRects()[0];
var selectionRects = window.getSelection().getRangeAt(0).getClientRects();
var viewport = page.viewport;
var selected = selectionRects.map(function (r) {
  return viewport.convertToPdfPoint(r.left - pageRect.x, r.top - pageRect.y).concat(
     viewport.convertToPdfPoint(r.right - pageRect.x, r.bottom - pageRect.y)); 
});

clcarwin

#include <vector>
#include <cmath>

/*
      f b c d g --- list2
    a 0 0 0 0 0
    b 0 1 0 0 0
    c 0 0 2 0 0
    d 0 0 0 3 0
    e 0 0 0 0 0

clcarwin

"""
Lyle Scott, III  // lyle@ls3.io

Multiple ways to rotate a 2D point around the origin / a point.

Timer benchmark results @ https://gist.github.com/LyleScott/d17e9d314fbe6fc29767d8c5c029c362
"""
from __future__ import print_function

import math

clcarwin

package main

import (
	"net"
	"io"
	"os"

	"golang.org/x/net/proxy"
	syscall "golang.org/x/sys/unix"
	"unsafe"