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import torch
from transformers import AutoTokenizer, AutoModelForCausalLM
from accelerate import Accelerator
import os
import argparse

def main():
    # Parse command line arguments
    args = parse_args()

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import time
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer

def load_model_and_tokenizer(model_id):
    """
    Load the tokenizer and model based on the specified model ID.
    Model is set to use float16 for computation to reduce memory usage and improve performance.
    """
    tokenizer = AutoTokenizer.from_pretrained(model_id)

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import os
import json
import sys
import torch
import glob

def load_parameters(directory):
    """ Load model parameters from a JSON file. """
    with open(os.path.join(directory, 'params.json'), 'r') as file:
        return json.load(file)

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{
  "last_node_id": 3,
  "last_link_id": 2,
  "nodes": [
    {
      "id": 2,
      "type": "Call LLM Basic",
      "pos": [
        42,
        190

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	// Read the content
	var bodyBytes []byte
	if r.Request.Body != nil {
		bodyBytes, _ = ioutil.ReadAll(r.Request.Body)
	}
	// Restore the io.ReadCloser to its original state
	r.Request.Body = ioutil.NopCloser(bytes.NewBuffer(bodyBytes))
	// Use the content
	requestMetrics.Body = string(bodyBytes)

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# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
# Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.

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#https://gist.github.com/Chandler/fb7a070f52883849de35 SEE HERE

# MIT License

# Copyright (c) 2016 Chandler Abraham

# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights