# !/usr/bin/env python3
"""vllm_extension"""
from transformers import AutoTokenizer
from typing import List, Union
import json

class VllmExtension:
    """VllmExtension"""
    def __init__(self): #不能有构造参数，因为自动构建实例的时候不能传入参数；但可以从当前目录获取config
        import pathlib
        folder_path = pathlib.Path(__file__).parent.resolve()
        with open(f'{folder_path}/template.json', encoding='utf-8') as f:
            self.template = json.load(f)

    def get_tokenizer(self, tokenizer_path: str) -> AutoTokenizer:
        """get_tokenizer"""
        return AutoTokenizer.from_pretrained(tokenizer_path, trust_remote_code=True, use_fast=False)

    def text_to_tokens(self, tokenizer: AutoTokenizer, text: str) -> List[int]:
        """text_to_tokens"""
        text = self.template['prompt'].replace('#CONTENT#', text)
        prompt_tokens = tokenizer.encode(text)
        return prompt_tokens

{
    "prompt": "[Round 1]\n\n问：#CONTENT#\n\n答："
}

python3 -m vllm.entrypoints.openai.api_server \
  --model=/path/to/models/Llama-2-7b-hf/ \
  --tensor-parallel-size=1 \
  --dtype=float16 \
  --gpu_memory_utilization=0.8 \
  --tokenizer-extension-path=/path/to/vllm_extension.py

客户端发送请求示例：1 + 1
服务端实际处理请求：[Round 1]\n\n问：1 + 1 =\n\n答：

{% for message in messages %}
{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n' }}
{% endfor %}
{% if add_generation_prompt %}
{{ '<|im_start|>assistant\n' }}
{% endif %}

messages = [
    {'role': 'user', 'content': '你好，能给我讲个笑话吗？'}
]

<|im_start|>user
你好，能给我讲个笑话吗？<|im_end|>
<|im_start|>assistant

python -m vllm.entrypoints.openai.api_server \
    --model <您的模型路径或名称> \
    --chat-template path_to_chat_template.jinja2 ...

curl http://localhost:8000/v1/chat/completions \
   -H "Content-Type: application/json" \
   -d '{
     "model": "your-model-name",
     "messages": [
       {"role": "user", "content": "你好，能给我讲个笑话吗？"}
     ]
   }'

1, 6991, 3034, 675, 278, 1667, 7014, 310, 12208, 19512, 29915, 29879, 10969
997, 3322, 25515, 964, 24334, 3291, 408, 372, 639, 2408, 29879, 304, 263, 14321, 9999
2825, 491, 12208, 19512, 29892, 1058, 756, 1063, 6826, 292, 9316, 7395

'It\'s official: U.S. President Barack Obama wants lawmakers to weigh in on whether to use military force in Syria. Obama sent a letter to the heads of the House and Senate on Saturday night, hours after announcing that he believes military action against Syrian targets is the right step to take over the alleged use of chemical weapons. The proposed legislation from Obama asks Congress to approve the use of military force "to deter, disrupt, prevent and degrade the potential for future uses of chemical weapons or other weapons of mass destruction." It\'s a step that is set to turn an international crisis into a fierce domestic political battle. There are key questions looming over the debate: What did U.N. weapons inspectors find in Syria? What happens if Congress votes no? And how will the Syrian government react? In a televised address from the White House Rose Garden earlier Saturday, the president said he would take his case to Congress, not because he has to -- but because he wants to. "While I believe I have the authority to carry out this military action without specific congressional authorization, I know that the country will be stronger if we take this course, and our actions will be even more effective," he said. "We should have this debate, because the issues are too big for business as usual." Obama said top congressional leaders had agreed to schedule a debate when the body returns to Washington on September 9. The Senate Foreign Relations Committee will hold a hearing over the matter on Tuesday, Sen. Robert Menendez said. Transcript: Read Obama\'s full remarks . Syrian crisis: Latest developments . U.N. inspectors leave Syria . Obama\'s remarks came shortly after U.N. inspectors left Syria, carrying evidence that will determine whether chemical weapons were used in an attack early last week in a Damascus suburb. "The aim of the game here, the mandate, is very clear -- and that is to ascertain whether chemical weapons were used -- and not by whom," U.N. spokesman Martin Nesirky told reporters on Saturday. But who used the weapons in the reported toxic gas attack in a Damascus suburb on August 21 has been a key point of global debate over the Syrian crisis. Top U.S. officials have said there\'s no doubt that the Syrian government was behind it, while Syrian officials have denied responsibility and blamed jihadists fighting with the rebels. British and U.S. intelligence reports say the attack involved chemical weapons, but U.N. officials have stressed the importance of waiting for an official report from inspectors. The inspectors will share their findings with U.N. Secretary-General Ban Ki-moon Ban, who has said he wants to wait until the U.N. team\'s final report is completed before presenting it to the U.N. Security Council. The Organization for the Prohibition of Chemical Weapons, which nine of the inspectors belong to, said Saturday that it could take up to three weeks to analyze the evidence they collected. "It needs time to be able to analyze the information and the samples," Nesirky said. He noted that Ban has repeatedly said there is no alternative to a political solution to the crisis in Syria, and that "a military solution is not an option." Bergen:  Syria is a problem from hell for the U.S. Obama: \'This menace must be confronted\' Obama\'s senior advisers have debated the next steps to take, and the president\'s comments Saturday came amid mounting political pressure over the situation in Syria. Some U.S. lawmakers have called for immediate action while others warn of stepping into what could become a quagmire. Some global leaders have expressed support, but the British Parliament\'s vote against military action earlier this week was a blow to Obama\'s hopes of getting strong backing from key NATO allies. On Saturday, Obama proposed what he said would be a limited military action against Syrian President Bashar al-Assad. Any military attack would not be open-ended or include U.S. ground forces, he said. Syria\'s alleged use of chemical weapons earlier this month "is an assault on human dignity," the president said. A failure to respond with force, Obama argued,  "could lead to escalating use of chemical weapons or their proliferation to terrorist groups who would do our people harm. In a world with many dangers, this menace must be confronted." Syria missile strike: What would happen next? Map: U.S. and allied assets around Syria . Obama decision came Friday night . On Friday night, the president made a last-minute decision to consult lawmakers. What will happen if they vote no? It\'s unclear. A senior administration official told CNN that Obama has the authority to act without Congress -- even if Congress rejects his request for authorization to use force. Obama on Saturday continued to shore up support for a strike on the al-Assad government. He spoke by phone with French President Francois Hollande before his Rose Garden speech. "The two leaders agreed that the international community must deliver a resolute message to the Assad regime -- and others who would consider using chemical weapons -- that these crimes are unacceptable and those who violate this international norm will be held accountable by the world," the White House said. Meanwhile, as uncertainty loomed over how Congress would weigh in, U.S. military officials said they remained at the ready. 5 key assertions: U.S. intelligence report on Syria . Syria: Who wants what after chemical weapons horror . Reactions mixed to Obama\'s speech . A spokesman for the Syrian National Coalition said that the opposition group was disappointed by Obama\'s announcement. "Our fear now is that the lack of action could embolden the regime and they repeat his attacks in a more serious way," said spokesman Louay Safi. "So we are quite concerned." Some members of Congress applauded Obama\'s decision. House Speaker John Boehner, Majority Leader Eric Cantor, Majority Whip Kevin McCarthy and Conference Chair Cathy McMorris Rodgers issued a statement Saturday praising the president. "Under the Constitution, the responsibility to declare war lies with Congress," the Republican lawmakers said. "We are glad the president is seeking authorization for any military action in Syria in response to serious, substantive questions being raised." More than 160 legislators, including 63 of Obama\'s fellow Democrats, had signed letters calling for either a vote or at least a "full debate" before any U.S. action. British Prime Minister David Cameron, whose own attempt to get lawmakers in his country to support military action in Syria failed earlier this week, responded to Obama\'s speech in a Twitter post Saturday. "I understand and support Barack Obama\'s position on Syria," Cameron said. An influential lawmaker in Russia -- which has stood by Syria and criticized the United States -- had his own theory. "The main reason Obama is turning to the Congress:  the military operation did not get enough support either in the world, among allies of the US or in the United States itself," Alexei Pushkov, chairman of the international-affairs committee of the Russian State Duma, said in a Twitter post. In the United States, scattered groups of anti-war protesters around the country took to the streets Saturday. "Like many other Americans...we\'re just tired of the United States getting involved and invading and bombing other countries," said Robin Rosecrans, who was among hundreds at a Los Angeles demonstration. What do Syria\'s neighbors think? Why Russia, China, Iran stand by Assad . Syria\'s government unfazed . After Obama\'s speech, a military and political analyst on Syrian state TV said Obama is "embarrassed" that Russia opposes military action against Syria, is "crying for help" for someone to come to his rescue and is facing two defeats -- on the political and military levels. Syria\'s prime minister appeared unfazed by the saber-rattling. "The Syrian Army\'s status is on maximum readiness and fingers are on the trigger to confront all challenges," Wael Nader al-Halqi said during a meeting with a delegation of Syrian expatriates from Italy, according to a banner on Syria State TV that was broadcast prior to Obama\'s address. An anchor on Syrian state television said Obama "appeared to be preparing for an aggression on Syria based on repeated lies." A top Syrian diplomat told the state television network that Obama was facing pressure to take military action from Israel, Turkey, some Arabs and right-wing extremists in the United States. "I think he has done well by doing what Cameron did in terms of taking the issue to Parliament," said Bashar Jaafari, Syria\'s ambassador to the United Nations. Both Obama and Cameron, he said, "climbed to the top of the tree and don\'t know how to get down." The Syrian government has denied that it used chemical weapons in the August 21 attack, saying that jihadists fighting with the rebels used them in an effort to turn global sentiments against it. British intelligence had put the number of people killed in the attack at more than 350. On Saturday, Obama said "all told, well over 1,000 people were murdered." U.S. Secretary of State John Kerry on Friday cited a death toll of 1,429, more than 400 of them children. No explanation was offered for the discrepancy. Iran: U.S. military action in Syria would spark \'disaster\' Opinion: Why strikes in Syria are a bad idea . TL;DR:'
'(CNN) -- Usain Bolt rounded off the world championships Sunday by claiming his third gold in Moscow as he anchored Jamaica to victory in the men\'s 4x100m relay. The fastest man in the world charged clear of United States rival Justin Gatlin as the Jamaican quartet of Nesta Carter, Kemar Bailey-Cole, Nickel Ashmeade and Bolt won in 37.36 seconds. The U.S finished second in 37.56 seconds with Canada taking the bronze after Britain were disqualified for a faulty handover. The 26-year-old Bolt has now collected eight gold medals at world championships, equaling the record held by American trio Carl Lewis, Michael Johnson and Allyson Felix, not to mention the small matter of six Olympic titles. The relay triumph followed individual successes in the 100 and 200 meters in the Russian capital. "I\'m proud of myself and I\'ll continue to work to dominate for as long as possible," Bolt said, having previously expressed his intention to carry on until the 2016 Rio Olympics. Victory was never seriously in doubt once he got the baton safely in hand from Ashmeade, while Gatlin and the United States third leg runner Rakieem Salaam had problems. Gatlin strayed out of his lane as he struggled to get full control of their baton and was never able to get on terms with Bolt. Earlier, Jamaica\'s women underlined their dominance in the sprint events by winning the 4x100m relay gold, anchored by Shelly-Ann Fraser-Pryce, who like Bolt was completing a triple. Their quartet recorded a championship record of 41.29 seconds, well clear of France, who crossed the line in second place in 42.73 seconds. Defending champions, the United States, were initially back in the bronze medal position after losing time on the second handover between Alexandria Anderson and English Gardner, but promoted to silver when France were subsequently disqualified for an illegal handover. The British quartet, who were initially fourth, were promoted to the bronze which eluded their men\'s team. Fraser-Pryce, like Bolt aged 26, became the first woman to achieve three golds in the 100-200 and the relay. In other final action on the last day of the championships, France\'s Teddy Tamgho became the third man to leap over 18m in the triple jump, exceeding the mark by four centimeters to take gold. Germany\'s Christina Obergfoll finally took gold at global level in the women\'s javelin after five previous silvers, while Kenya\'s Asbel Kiprop easily won a tactical men\'s 1500m final. Kiprop\'s compatriot Eunice Jepkoech Sum was a surprise winner of the women\'s 800m. Bolt\'s final dash for golden glory brought the eight-day championship to a rousing finale, but while the hosts topped the medal table from the United States there was criticism of the poor attendances in the Luzhniki Stadium. There was further concern when their pole vault gold medalist Yelena Isinbayeva made controversial remarks in support of Russia\'s new laws, which make "the propagandizing of non-traditional sexual relations among minors" a criminal offense. She later attempted to clarify her comments, but there were renewed calls by gay rights groups for a boycott of the 2014 Winter Games in Sochi, the next major sports event in Russia. TL;DR:'
'Kansas City, Missouri (CNN) -- The General Services Administration, already under investigation for lavish spending, allowed an employee to telecommute from Hawaii even though he is based at the GSA\'s Kansas City, Missouri, office, a CNN investigation has found. It cost more than $24,000 for the business development specialist to travel to and from the mainland United States over the past year. He is among several hundred GSA "virtual" workers who also travel to various conferences and their home offices, costing the agency millions of dollars over the past three years. Under the program, employees work from home and may live in another state from the region in which they\'re actually assigned. The Kansas City employee, who started his job in January 2011, is paid $84,440 and works from his home in Honolulu, a GSA representative confirmed. In the past year, according to GSA travel records, the employee has flown back to the mainland nine times for conferences and meetings. Four of those trips were to St. Louis; four were to Washington, with a side trip to Cincinnati; and one was to San Diego. The total cost to taxpayers was $24,221. Jason Klumb, the GSA\'s regional administrator for Kansas City, defended the hire. "The cost of that travel was included in the consideration of his candidacy as an employee as compared with the other applicants," Klumb said. "And when factoring all of those in, it was determined that he was the best candidate, even in light of the cost that would be incurred." Klumb called the GSA\'s teleworking program "a successful program that\'s going to lead to cost savings for taxpayers." But a GSA spokeswoman said, "We are not going to defend this type of travel." And a GSA employee in Kansas City, who requested anonymity, said that hiring someone in Hawaii to work for the Kansas City region was ludicrous. "It doesn\'t make sense," the employee said. "When you consider everything you need when you hire someone, it would have been better to look for someone in the Kansas City area. It would have reduced the cost of travel by at least 70 percent when you look at just the airfare of what it takes to from Honolulu to Washington, D.C., where a lot of business is done." Dan Tangherlini, who was appointed acting GSA administrator this year, said the agency was examining the cost of the entire teleworking program. "I think the most important part for the GSA to think about is make sure we open ourselves up, avail ourselves to all the smart people in the country, but then also make sure we have a clear business case," he said. "If we have someone who is working in Nebraska but reporting to Boston, there has to be a clear explanation for what value they\'re providing, and you\'ve got to give me the business case. You\'ve got to explain to me why that\'s a cost-effective move for the American people, and that\'s a new standard that we\'re asking everyone at GSA to adhere to." The GSA "virtual employee" program is different from telework programs offered by many private companies including CNN\'s parent company, Turner Broadcasting, in which some employees are encouraged to work from home some days of the week, partially to reduce traffic congestion. The House Committee on Oversight and Government Reform requested details about the GSA\'s teleworking program in June. That followed disclosures that 95 virtual employees, including 12 in supervisory positions, spent nearly $750,000 in travel costs between October 2010 and June 2011. "The American people have a right to know that federal bureaucrats who enjoy the benefits of virtual work are eligible and responsible stewards of the taxpayer dollars that support the program," according to a letter from committee Chairman Rep. Darrell Issa, R-California, to the GSA. The details requested by Issa about the GSA program have not been provided to the committee. CNN also requested the information more than two months ago through the federal Freedom of Information Act but has been repeatedly told by the GSA that FOIA staff members have not finished compiling the material. The General Services Administration, which has more than 12,600 employees and a $26.3 billion budget, is a relatively obscure federal agency that handles government real estate and other non-military procurement. Congress launched an investigation into the GSA after a scathing inspector general\'s report issued this year showed lavish spending -- $823,000 -- at the agency\'s Western Regions Conference in Las Vegas in October 2010. The controversy became politically toxic after reports and video clips of the lavish conference were released. The revelation prompted taxpayer indignation, embarrassed the administration and put a spotlight on wasteful spending by the GSA. Jeff Neely, the GSA official who organized the conference, resigned, as did the agency\'s administrator, Martha Johnson. Two of Johnson\'s deputies were fired, and eight other employees left the agency. Tangherlini, a former Treasury Department official, took over as acting GSA administrator. In addition to the Las Vegas conference, the GSA apparently spent $330,000 to relocate an employee from Denver to Hawaii and probably millions more on other employees over a two-year period, according to a transcript of an interview with a GSA event planner. And 84 GSA employees, most of them supervisors or other senior staff -- all subjects of inspector general investigations -- are still collecting their bonuses, totaling more than $1 million in taxpayer money. In July, a CNN investigation revealed that the GSA\'s Kansas City office spent more than $20,000 to send employees to cooking classes to build team spirit. While the classes do not amount to a significant sum of money in the world of trillion-dollar government budgets, insiders said it was part of the free-spending culture that went on for years at the GSA\'s Kansas City regional headquarters. GSA spokeswoman Betsaida Alcantara said in a statement this year that all the agency\'s practices are under a top-down review. CNN\'s Sara Anwar, Elizabeth M. Nunez and Tom Cohen contributed to this report. Watch Erin Burnett weekdays 7pm ET. For the latest from Erin Burnett click here. TL;DR:'

from datasets import load_dataset

from transformers import AutoTokenizer

from tqdm import tqdm
import torch

model_path = "/ssd2/models/huggingface.co/meta-llama/Llama-2-7b-hf/"
data_path = "./data.txt"
output_path = "./output.txt"

tokenizer = AutoTokenizer.from_pretrained(model_path)

dataset = load_dataset('text', data_files=data_path)

list_token_ids = []
for i in tqdm(range(len(dataset['train'])), desc="calibrating model"):
    datapoint = dataset['train'][i:i+1]
    datapoint=datapoint['text'][0]
    line_encoded = tokenizer(datapoint,
                            return_tensors="pt",
                            truncation=True)["input_ids"].type(torch.int64)
    print(line_encoded.tolist()[0])
    list_token_ids.append(line_encoded.tolist()[0])

with open(output_path, "w") as file:
    for line in list_token_ids:
        file.write(str(line).strip("[]") + "\n")

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727, 20333, 29879, 694, 7404, 393, 278, 8713, 6392, 5874, 471, 5742, 372, 29892, 1550, 8713, 6392, 24921, 505, 17935, 23134, 322, 1999, 2795, 432, 4861, 328, 2879, 17770, 411, 278, 15121, 1379, 29889, 4908, 322, 501, 29889, 29903, 29889, 21082, 13676, 1827, 278, 5337, 9701, 22233, 25340, 29892, 541, 501, 29889, 29940, 29889, 24921, 505, 851, 11517, 278, 13500, 310, 10534, 363, 385, 6221, 3461, 515, 16096, 943, 29889, 450, 16096, 943, 674, 6232, 1009, 1284, 886, 411, 501, 29889, 29940, 29889, 17719, 29899, 15263, 10765, 16540, 29899, 4346, 265, 10765, 29892, 1058, 756, 1497, 540, 10753, 304, 4480, 2745, 278, 501, 29889, 29940, 29889, 3815, 20333, 29879, 2186, 3461, 338, 8676, 1434, 2198, 292, 372, 304, 278, 501, 29889, 29940, 29889, 14223, 8831, 29889, 450, 9205, 2133, 363, 278, 1019, 6335, 654, 310, 12677, 936, 1334, 481, 787, 29892, 607, 14183, 310, 278, 16096, 943, 6852, 304, 29892, 1497, 24211, 393, 372, 1033, 2125, 701, 304, 2211, 11405, 304, 27599, 278, 10757, 896, 16531, 29889, 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