!pip -q set up -U “protobuf<5” “flwr[simulation]” transformers peft speed up datasets sentencepiece import torch if torch.cuda.is_available(): !pip -q set up -U bitsandbytes import os os.environ[“RAY_DISABLE_USAGE_STATS”] = “1” os.environ[“TOKENIZERS_PARALLELISM”] = “false” import math import random import numpy as np from typing import Dict, Record, Tuple, Non-obligatory from torch.utils.information import DataLoader from datasets import Dataset import flwr as fl from flwr.widespread import Context from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, DataCollatorForLanguageModeling from peft import LoraConfig, get_peft_model, prepare_model_for_kbit_training SEED = 7 random.seed(SEED) np.random.seed(SEED) torch.manual_seed(SEED) torch.cuda.manual_seed_all(SEED) DEVICE = “cuda” if torch.cuda.is_available() else “cpu” print(“System:”, DEVICE) GPU_MODEL_ID = “TinyLlama/TinyLlama-1.1B-Chat-v1.0” CPU_MODEL_ID = “distilgpt2” MODEL_ID = GPU_MODEL_ID…
Author: Naveed Ahmad
India is pushing Aadhaar, the world’s largest digital identification system, deeper into on a regular basis non-public life by a brand new app and offline verification assist, a transfer that raises new questions on safety, consent, and the broader use of the huge database. Announced in late January by the Indian government-backed Distinctive Identification Authority of India (UIDAI), the adjustments introduce a brand new Aadhaar app alongside an offline verification framework that permits people to show their identification with out real-time checks towards the central Aadhaar database. The app permits customers to share a restricted quantity of data, equivalent to…
As AI information facilities drive up electrical energy costs, London-based startup Tem thinks AI may have the ability to assist resolve it, too. Tem has constructed an power transaction engine that depends on AI to chop costs relative to different power merchants. The corporate has signed up greater than 2,600 enterprise prospects all through the U.Okay. on the promise that purchasing power from its utility division can save them as much as 30% on their power payments. The startup just lately closed an oversubscribed $75 million Collection B led by Lightspeed Enterprise Companions with participation from AlbionVC, Allianz, Atomico, Hitachi…
On Monday, Databricks announced it reached a $5.4 billion income run fee, rising 65% year-over-year, of which greater than $1.4 billion was from its AI merchandise. Co-founder and CEO Ali Ghodsi needed to share these progress numbers as a result of there’s a lot speak about how AI goes to kill the SaaS enterprise, he advised TechCrunch. “All people’s like, ‘Oh, it’s SaaS. What’s going to occur to all these corporations? What’s AI going to do with all these corporations?’ For us, it’s simply rising the utilization,” he stated. To make sure, he additionally needs to distance Databricks from the SaaS…
Social community Bluesky is lastly rolling out one in every of customers’ most-requested options: drafts. Bluesky’s opponents, X and Threads, have lengthy supported the flexibility to write down drafts, which is seen as a baseline function for providers like this. Customers can entry drafts on Bluesky the identical method they do on these different platforms, which is by opening the brand new put up move and deciding on the Drafts button within the top-right nook. The rollout of drafts comes as Bluesky not too long ago teased its roadmap for the yr forward. The corporate stated it plans to concentrate on…
Waymo has pulled the human security driver from its autonomous take a look at automobiles in Nashville, because the Alphabet-owned firm strikes nearer to launching a robotaxi service within the metropolis. Waymo, which has been testing in Nashville for months, is slated to launch a robotaxi service there this yr in partnership with Lyft. Riders will initially hail rides instantly by the Waymo app. As soon as the service expands, Waymo may also make its self-driving automobiles accessible by the Lyft app. Lyft has stated it’ll deal with fleet companies, reminiscent of car readiness and upkeep, charging infrastructure, and depot…
Earth commentary (EO) constellations seize enormous volumes of high-resolution imagery each day, however most of it by no means reaches the bottom in time for mannequin coaching. Downlink bandwidth is the primary bottleneck. Photographs can sit on orbit for days whereas floor fashions prepare on partial and delayed knowledge. Microsoft Researchers launched ‘OrbitalBrain’ framework as a distinct strategy. As a substitute of utilizing satellites solely as sensors that relay knowledge to Earth, it turns a nanosatellite constellation right into a distributed coaching system. Fashions are educated, aggregated, and up to date immediately in area, utilizing onboard compute, inter-satellite hyperlinks, and…
YouTube megastar MrBeast announced on Monday that his firm, Beast Industries, is shopping for Step, a teen-focused banking app. Step, which raised half a billion in funding and has grown to over 7 million users, presents monetary providers geared towards Gen Z to assist them construct credit score, lower your expenses, and make investments. The corporate has attracted celeb traders like Charli D’Amelio, Will Smith, The Chainsmokers, and Stephen Curry, along with enterprise companies like Basic Catalyst, Coatue, and the funds firm Stripe. If the corporate needs to proceed getting its fintech product in entrance of younger eyes, then partnering…
OpenAI on Monday introduced it’s starting to check adverts within the U.S. for customers on its Free and Go subscription tiers. The newer Go plan is a low-cost subscription at $8 per thirty days within the U.S. and was introduced globally in mid-January. Subscribers to OpenAI’s paid plans, together with its Plus, Professional, Enterprise, Enterprise, and Schooling tiers, won’t see adverts, the corporate mentioned. OpenAI sought to handle issues about how adverts would possibly have an effect on the person expertise, stating in a blog post: “Adverts don’t affect the solutions ChatGPT offers you, and we hold your conversations with ChatGPT…
There seems to be no stopping authorized AI startup Harvey’s skyrocketing progress, with VCs repeatedly throwing cash at it. The corporate is reportedly in talks to lift one other $200 million at an $11 billion valuation led by Sequoia and Singapore’s GIC, sources told Forbes. If the deal closes, Harvey’s valuation would soar by $3 billion in a matter of months. In December the corporate confirmed it had raised $160 million at an $8 billion valuation led by Andreessen Horowitz last fall. (Harvey declined to touch upon its potential new elevate.) Again in June, it introduced a $300 million Sequence…