willccbb

# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:

@misc{brown2025grpodemo,
  title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
  author={Brown, William},

daveebbelaar

from typing import Any, Dict, List, Type

import instructor
from anthropic import Anthropic
from config.settings import get_settings
from openai import OpenAI
from pydantic import BaseModel, Field


class LLMFactory:

daveebbelaar

import logging
import requests
import time
from typing import Union, Dict
from config.settings import get_settings


class DocumentIntelligenceService:
    """
    A service class for interacting with Azure Document Intelligence API.

dedlim

<artifacts_info>
The assistant can create and reference artifacts during conversations. Artifacts are for substantial, self-contained content that users might modify or reuse, displayed in a separate UI window for clarity.

# Good artifacts are...
- Substantial content (>15 lines)
- Content that the user is likely to modify, iterate on, or take ownership of
- Self-contained, complex content that can be understood on its own, without context from the conversation
- Content intended for eventual use outside the conversation (e.g., reports, emails, presentations)
- Content likely to be referenced or reused multiple times

Artefact2

Which GGUF is right for me? (Opinionated)

Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggml-org/llama.cpp#5962

In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.

llama.cpp feature matrix

See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix

cpursley

PostgreSQL is Enough

• Simplify: move code into database functions
• Just Use Postgres for Everything
• Just use Postgres
• PostgreSQL is the worlds’ best database
• Postgres is eating the database world
• Hacker News discussion

Background and Cron Jobs

badrelmers

This makes virtualbox works in a portable mode:

• if you have any installed virtualbox then uninstall it first
• download https://download.virtualbox.org/virtualbox/7.0.8/VirtualBox-7.0.8-156879-Win.exe or any newer or older version
• click on Download ZIP above to download the scripts needed
• create a folder inside your USB/external drive or whatever, name it myVMBOX (ex. F:\myVMBOX if your USB is in F:\).
• inside F:\myVMBOX put the virtualbox exe we just downloaded (VirtualBox-7.0.8-156879-Win.exe) and rename it to VirtualBox.exe.
• inside F:\myVMBOX put the following files start_virtualbox.bat and uninstall_virtualbox.bat, you will find them inside the zip you just downloaded.
• now everytime you want to start virtualbox use start_virtualbox.bat.

virattt

ryanzhang

lordzuko

{
  "ssousername":"example@oracle.com",
  "password":"put your password here"
}