Rate Limit Manager

RateLimitManager allows you to maximize throughput while staying under rate limits. You can use RateLimitManager to submit a batch of completion jobs to execute

Rate Limit Aware - acompletion()

Usage

handler = RateLimitManager(
    max_requests_per_minute = 60,
    max_tokens_per_minute = 20000
)

response =  await handler.acompletion(
    model="gpt-3.5-turbo", 
    messages=[{
        "content": "Please provide a summary of the latest scientific discoveries."*10, 
        "role": "user"
    }]
)

Using Rate Limit Aware Completion to make 5 async calls

import asyncio
from litellm import RateLimitManager

## init RateLimitManager
handler = RateLimitManager(
    max_requests_per_minute = 60,
    max_tokens_per_minute = 200
)

# helper 
async def send_request():
    response =  await handler.acompletion(
        model="gpt-3.5-turbo", 
        messages=[{
            "content": "Please provide a summary of the latest scientific discoveries."*10, 
            "role": "user"
        }]
    )
    print("got a response", response)
    return response

# creating async tasks
tasks = []

for _ in range(4):
    tasks.append(send_request())

responses = await asyncio.gather(*tasks)

for response in responses:
    print(response)

Batch Completions

Usage

import asyncio
from litellm import RateLimitManager batch_completion

# init RateLimitManager with your rate limits
handler = RateLimitManager(
    max_requests_per_minute = 60,
    max_tokens_per_minute = 20000
)


# make batch completion requests
# define jobs, list of kwargs to go to the completion() call
jobs = [
    {"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]},
    {"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]},
    {"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]},
    {"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]},
    {"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}
]

# use RateLimitManager.batch_completion to execute several jobs in parallel
# output stored in litellm_results.jsonl
try:
    asyncio.run(
     handler.batch_completion(
        jobs = jobs,
        api_key=os.environ['OPENAI_API_KEY'],
    )
)
except Exception as e:
    print(e)

Output:

Output for this will be written to litellm_results.jsonl

[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864A45bXgSpn9d5X8tNLWDABuo3hO", "object": "chat.completion", "created": 1696456656, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time updates on the latest scientific discoveries. However, here are a few recent key scientific discoveries across various fields:\n\n1. Alzheimer's blood test: Scientists developed a blood test that can detect Alzheimer's disease with an accuracy of over 90%, potentially enabling early diagnosis and intervention.\n\n2. Quantum time crystals: Experimental evidence of time crystals, a new phase of matter, was reported. These crystals exhibit regular oscillations in the form of a repeating pattern over time, contrary to regular crystals that repeat in space.\n\n3. Quantum supremacy: Google claimed to have achieved quantum supremacy, where a quantum computer solved a calculation in 200 seconds that would take the world's most powerful supercomputers over 10,000 years.\n\n4. Ancient human DNA: The study of ancient human DNA revealed new insights into human evolution. For example, a 400,000-year-old Neanderthal DNA sequence was reconstructed, contributing to a better understanding of our genetic ancestry.\n\n5. Black hole photograph: The Event Horizon Telescope captured the first-ever image of a black hole, specifically the supermassive black hole at the center of the M87 galaxy. The image provided visual evidence consistent with the predictions of Einstein's theory of general relativity.\n\nThese are just a few examples, and there are numerous ongoing discoveries across various scientific disciplines. To stay up-to-date with the latest scientific breakthroughs, it is recommended to follow reliable scientific news sources and journals."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 297, "total_tokens": 314}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864DOu69LmTG6wuz8RLkyw2NfJHfx", "object": "chat.completion", "created": 1696456862, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "It is not possible for me to provide a summary of the latest scientific discoveries as there are numerous ongoing scientific research and discoveries happening in various fields on a daily basis. Science covers a wide range of disciplines such as physics, chemistry, biology, computer science, astronomy, etc., each with its own unique discoveries and breakthroughs. To get updated on the latest scientific discoveries, I would recommend checking reliable scientific news sources or scientific journals that provide regular updates on cutting-edge research and scientific breakthroughs."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 98, "total_tokens": 115}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864DOTCPXmfTbxQEYAdlmVghRXqzn", "object": "chat.completion", "created": 1696456862, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have access to real-time data or the ability to browse the internet. Consequently, I cannot provide you with a summary of the latest scientific discoveries without specific information. Science is a broad field with numerous disciplines, and new discoveries are made regularly in various areas such as physics, biology, chemistry, and more. To learn about the latest scientific discoveries, I recommend referring to reputable scientific journals, news outlets, or websites focusing on science news."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 96, "total_tokens": 113}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864DOjP7TNdbtN34FloZJ9zFjskXf", "object": "chat.completion", "created": 1696456862, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have access to real-time data or the ability to browse the internet. However, I can provide you with a summary of some recent scientific discoveries:\n\n1. Possible evidence of a parallel universe: In May 2020, scientists reported on the discovery of an anomaly in the cosmic microwave background radiation, which could be an indication of the existence of a parallel universe.\n\n2. Quantum time travel on a computer: Researchers at the Moscow Institute of Physics and Technology revealed a new method of simulating time travel on a quantum computer, using a closed time-like curve.\n\n3. First-ever image of a black hole: In April 2019, the Event Horizon Telescope released the first-ever image of a black hole, captured in the center of the M87 galaxy.\n\n4. Gene-editing breakthrough: CRISPR-Cas9, a gene-editing tool, has shown significant advancements in recent years, allowing scientists to edit genes efficiently and accurately. This technique has the potential to treat genetic disorders and prevent certain diseases.\n\n5. Gravitational waves detected: In 2015, the Laser Interferometer Gravitational-Wave Observatory (LIGO) made history by detecting gravitational waves, confirming Albert Einstein's predictions outlined in his theory of general relativity.\n\nRemember that scientific discoveries are constantly evolving, and new breakthroughs occur frequently. It is best to consult reliable scientific sources to stay up-to-date with the latest discoveries in various fields."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 296, "total_tokens": 313}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864DOR42g2wCn5cdJWK0agBQXZd8f", "object": "chat.completion", "created": 1696456862, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I cannot provide real-time information, but I can highlight a few recent notable scientific discoveries as of August 2021:\n\n1. COVID-19 Vaccines: Multiple vaccines have been developed and authorized for emergency use to combat the COVID-19 pandemic. mRNA-based vaccines (Pfizer-BioNTech and Moderna) have demonstrated high efficacy, while viral vector vaccines (AstraZeneca, Johnson & Johnson) have also been effective in preventing severe illness and death.\n\n2. Mars Exploration: NASA's Perseverance rover successfully landed on Mars in February 2021. It aims to search for past signs of microbial life, collect rock samples for future return missions to Earth, and test technologies for potential human missions to Mars.\n\n3. Quantum Computing Milestone: Google claimed the achievement of \"quantum supremacy\" in 2019 when its quantum computer solved a task that would be infeasible for classical computers. However, recent research from China's University of Science and Technology reportedly exceeded Google's milestone, demonstrating even greater quantum computational capabilities.\n\n4. Climate Crisis Research: Numerous studies continue to provide insights into climate change, its causes, and potential solutions. Scientists are working on understanding the impacts, such as rising temperatures, extreme weather events, and biodiversity loss, and developing strategies to mitigate and adapt to these issues.\n\n5. Gene Editing Advancements: The field of gene editing has progressed significantly with the development of tools like CRISPR-Cas9. Scientists have made breakthroughs in treating genetic diseases and exploring potential applications in agriculture, enhancing disease resistance, and modifying food crops.\n\n6. Nuclear Fusion Progress: Scientists worldwide are striving to achieve sustainable nuclear fusion, a clean energy source with the potential to revolutionize power generation. Recent advancements, such as the successful operation of the Wendelstein 7-X stellarator and the progress of the ITER project, have brought us closer to this goal.\n\nIt is important to note that scientific discoveries are constantly evolving, and new breakthroughs occur frequently. For the latest developments, referring to reputable scientific publications, news outlets, or specialized websites is recommended."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 427, "total_tokens": 444}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864DOrlTxafzDfjkbwBcY4Hj2Kq2o", "object": "chat.completion", "created": 1696456862, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time access to current news or recent scientific discoveries. However, I can give you a general summary of some significant scientific discoveries from various fields in recent times. Please keep in mind that this summary might not include the most up-to-date developments:\n\n1. Biology and Medicine:\n- CRISPR gene-editing technology has continued to advance, allowing researchers to target and modify specific genes more precisely.\n- The development of mRNA vaccines like the COVID-19 vaccines by Pfizer-BioNTech and Moderna has been a groundbreaking achievement.\n- Scientists have made progress in understanding and combating diseases like Alzheimer's, cancer, and HIV/AIDS.\n- The discovery of new species and understanding of ecosystems has contributed to conservation efforts.\n\n2. Astronomy and Space Exploration:\n- The first-ever direct image of a black hole was obtained by the Event Horizon Telescope project.\n- NASA's Perseverance rover successfully landed on Mars, searching for signs of ancient microbial life and gathering data about the Martian environment.\n- The detection of gravitational waves, ripples in spacetime caused by the acceleration of massive objects, further confirmed Einstein's general theory of relativity.\n- Numerous exoplanets, planets outside our solar system, have been discovered, including some potentially habitable ones.\n\n3. Physics:\n- The discovery of the Higgs boson at CERN's Large Hadron Collider validated the Higgs field theory and gave insight into the origin of mass.\n- Quantum mechanics and quantum computing have continued to progress, with experiments demonstrating quantum supremacy.\n- Advancements in materials science, such as the discovery of novel superconductors, have opened up possibilities for energy storage and transportation.\n\n4. Earth and Environmental Sciences:\n- Researchers have made significant strides in understanding climate change and its impacts on ecosystems, weather patterns, and rising sea levels.\n- The ongoing exploration of the deep sea has led to discoveries of previously unknown species and ecosystems.\n- Efforts to develop more sustainable energy sources and technologies have gained momentum.\n\nRemember that this summary represents a broad overview, and there are countless other scientific discoveries that have not been mentioned. For the most up-to-date and detailed scientific news, I recommend referring to reputable scientific journals, news outlets, and websites dedicated to reporting scientific advancements."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 456, "total_tokens": 473}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864nB7ZbBvxMk1o4BUpDG0orI9PLm", "object": "chat.completion", "created": 1696459081, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time access to current news or the ability to browse the internet. Therefore, I cannot provide a summary of the latest scientific discoveries. However, you can explore reliable science news websites or other credible sources for the most recent scientific breakthroughs and discoveries in various fields such as physics, biology, chemistry, medicine, astronomy, and more."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 77, "total_tokens": 94}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864nBcN6Qcc0KNTiI6zLmtQn9gKco", "object": "chat.completion", "created": 1696459081, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I cannot provide real-time updates on the latest scientific discoveries, as my responses are based on pre-existing knowledge up until September 2021. Science is a vast field with numerous ongoing research efforts and discoveries across various disciplines. Significant scientific advancements are made regularly in areas ranging from medicine and biology to physics and space exploration.\n\nTo stay up to date with the latest scientific discoveries, it is recommended to follow reputable scientific publications, journals, research institutions, and news outlets that report on recent breakthroughs. These sources can provide accurate and up-to-date information on the latest scientific discoveries and their implications."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 123, "total_tokens": 140}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864nBJwmLWu6HzFZKpz0nuxIYSIfg", "object": "chat.completion", "created": 1696459081, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I do not have real-time data or access to recent scientific discoveries. However, I can provide a general summary of some notable scientific discoveries that have occurred in recent years:\n\n1. Gravitational Waves: In 2015, the Laser Interferometer Gravitational-Wave Observatory (LIGO) detected gravitational waves for the first time, confirming a key prediction of Einstein's theory of general relativity.\n\n2. CRISPR-Cas9 Gene Editing: The CRISPR-Cas9 technology, developed in recent years, has revolutionized gene editing, allowing scientists to make precise changes to DNA more easily and efficiently than ever before. This discovery has vast implications in medicine, agriculture, and many other fields.\n\n3. Exoplanet Exploration: The discovery of thousands of exoplanets (planets outside our solar system) has revolutionized our understanding of the universe and the potential for habitable worlds beyond Earth.\n\n4. Human Microbiome: Research on the human microbiome, the vast collection of microbes that live in and on our bodies, has revealed its crucial role in health and disease, including its impact on digestion, immunity, and mental health.\n\n5. CRISPR-Based Disease Treatments: Scientists are now exploring the potential of CRISPR-Cas9 gene editing to develop treatments for various genetic diseases, such as sickle cell anemia, Duchenne muscular dystrophy, and certain types of cancer.\n\n6. Artificial Intelligence Advancements: Advancements in artificial intelligence, particularly in deep learning and neural networks, have led to breakthroughs in diverse areas such as image and speech recognition, natural language processing, and autonomous systems.\n\nPlease note that this summary is not comprehensive, and there are many other recent scientific discoveries in various fields. Make sure to stay updated with scientific journals, news outlets, and reliable sources to learn about the latest discoveries and breakthroughs."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 383, "total_tokens": 400}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864nCG5umwwEs5uc5qKy5Q4MR1Tar", "object": "chat.completion", "created": 1696459082, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I can provide information about recent scientific discoveries across various fields, but it's important to note that scientific discoveries are constantly evolving, and new breakthroughs occur frequently. Here are summaries of some notable recent scientific discoveries:\n\n1. Quantum supremacy: In 2019, Google's quantum computer achieved a milestone called \"quantum supremacy.\" This means it solved a problem that is practically impossible for classical computers to solve efficiently. This development shows the potential of quantum computers for solving complex problems in the future.\n\n2. First image of a black hole: In April 2019, the Event Horizon Telescope project captured the first-ever image of a black hole. This groundbreaking achievement provided visual evidence of the existence of black holes, confirming a key prediction of Albert Einstein's general theory of relativity.\n\n3. COVID-19 Vaccines: In 2020, multiple COVID-19 vaccines were developed and authorized for emergency use within an unprecedented timespan. Vaccines from Pfizer-BioNTech, Moderna, and Oxford-AstraZeneca have shown high efficacy rates in preventing COVID-19, offering hope in the global fight against the pandemic.\n\n4. CRISPR gene-editing advances: Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) technology has continued to make strides in recent years. CRISPR gene-editing has been used to develop potential therapies for genetic diseases, create disease-resistant crops, and modify genes in various organisms, revolutionizing the field of genetic engineering.\n\n5. Gravitational waves: In 2015, gravitational waves were directly detected for the first time, confirming a major prediction of Einstein's theory of general relativity. Since then, numerous gravitational wave events have been observed, providing insights into the nature of black holes, neutron stars, and the merging of galaxies.\n\n6. Quantum teleportation: Researchers have achieved successful quantum teleportation across increasingly longer distances. In 2020, Chinese scientists teleported quantum information over a record-breaking distance of 1,200 kilometers using satellite-based experiments. This development highlights advancements in quantum communication and cryptography.\n\nThese are just a few examples of recent scientific discoveries, and countless other breakthroughs are occurring across various disciplines. It is always recommended to stay updated through scientific journals, news sources, and reputable scientific organizations for the latest discoveries."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 471, "total_tokens": 488}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864nBQEhWJTdlUwhOJY1dnObcykDr", "object": "chat.completion", "created": 1696459081, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I can provide you with a summary of some recent scientific discoveries across various fields. However, it's important to note that the world of science is vast and constantly evolving, so this summary will only cover a few selected discoveries:\n\n1. COVID-19 Vaccine Development: Multiple COVID-19 vaccines have been developed and authorized for emergency use during the ongoing pandemic. mRNA-based vaccines, like Pfizer-BioNTech and Moderna, have shown remarkable efficacy in large-scale trials.\n\n2. Gravitational Wave Observations: The Laser Interferometer Gravitational-Wave Observatory (LIGO) and Virgo collaboration detected gravitational waves from several black hole mergers and neutron star collisions, further confirming Einstein's theory of general relativity.\n\n3. Gene Editing Advancements: CRISPR-Cas9, an innovative gene-editing technique, continues to gain significant attention. Researchers have successfully used CRISPR to edit human embryos, potentially opening doors to treating genetic disorders in the future.\n\n4. Quantum Computing Milestones: Quantum computers have achieved several remarkable milestones, such as demonstrating quantum supremacy, where they outperform classical computers on certain tasks. These advancements offer potential for solving complex problems much faster than conventional computers.\n\n5. Mars Exploration: Robotic missions to Mars have made significant discoveries. NASA's Perseverance Rover, which landed in February 2021, has been collecting data on Mars' geology, searching for signs of ancient life, and testing technologies for future human missions.\n\n6. Renewable Energy Progress: There have been advancements in renewable energy technologies. Solar energy has become more affordable and efficient, while wind energy installations are growing globally. Additionally, researchers are exploring new options like perovskite solar cells for potentially improved energy generation.\n\n7. Quantum Supremacy: In October 2019, Google announced achieving quantum supremacy, demonstrating the capability of its quantum computer to solve a specific problem that classical computers would struggle with. This milestone could shape the future of computing and problem-solving methods.\n\nThese are just a handful of the many scientific discoveries and breakthroughs happening across numerous disciplines. The scientific community explores countless new findings every day, contributing to our understanding of the world and shaping the future in various ways."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 449, "total_tokens": 466}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864pf82NNUph1Wn8d8yLPiJfSYPYp", "object": "chat.completion", "created": 1696459235, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time data or the ability to browse the internet. Therefore, I cannot provide a summary of the latest scientific discoveries. Scientific advancements are constantly evolving, and it's best to refer to reputable scientific publications, news sources, or scientific journals for the most up-to-date information on recent discoveries and breakthroughs."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 71, "total_tokens": 88}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864pfQEfh0v59gXp4sX4kQo3Az6GM", "object": "chat.completion", "created": 1696459235, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time access to the latest scientific discoveries. However, I can provide you with an overview of some recent scientific breakthroughs across various disciplines:\n\n1. Astronomy: In June 2021, scientists discovered a new type of fast radio burst (FRB) from a magnetar within our Milky Way galaxy. This finding provides valuable insight into the origins of FRBs.\n\n2. Biology: Researchers have made progress in understanding the brain by creating an organoid embedded with human brain cells that exhibited electrical signals similar to those of premature babies. This could aid in studying brain development and neurological diseases.\n\n3. Physics: In October 2021, CERN physicists announced the discovery of an exceptionally precise measurement of the magnetism of the muon subatomic particle, which may suggest the existence of new physics beyond the Standard Model.\n\n4. Medicine: Recent advancements include the development of mRNA vaccines for COVID-19, which have proven to be highly effective, leading to their global deployment and saving lives.\n\n5. Climate: Scientists continue to emphasize the significance of climate change and its impacts. Key findings include the acceleration of ice loss in Greenland and Antarctica, the influence of climate change on extreme weather events, and the need for urgent action to mitigate its effects.\n\n6. Technology: Quantum computing has seen remarkable progress, with experiments demonstrating the ability to perform complex calculations at an unprecedented scale. This may have implications for fields such as cryptography and drug discovery.\n\nRemember that scientific discoveries are frequent and diverse, occurring across countless disciplines. For the very latest developments, I recommend referring to reputable scientific journals, news outlets, and scientific organizations' websites for up-to-date information."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 338, "total_tokens": 355}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864pf5k6yf4jxQB6B9x2Zfsz8Ps2Y", "object": "chat.completion", "created": 1696459235, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have access to current news or real-time scientific discoveries. However, here are some recent prominent scientific discoveries as of September 2021:\n\n1. COVID-19 Vaccines: Several effective vaccines have been developed to combat the COVID-19 pandemic. Vaccines from Pfizer-BioNTech, Moderna, Oxford-AstraZeneca, Johnson & Johnson, and others have shown high efficacy in preventing COVID-19.\n\n2. Mars Exploration: The Perseverance rover successfully landed on Mars in February 2021. It has been collecting samples, conducting experiments, and searching for signs of past microbial life on the Red Planet. The Ingenuity helicopter, also part of the mission, has demonstrated controlled powered flight in Mars' thin atmosphere.\n\n3. Quantum Computing Advancements: Scientists continue to make strides in quantum computing, a technology with the potential to solve complex problems more efficiently than classical computers. Researchers have achieved milestones in developing stable qubits, increasing computational capabilities, and demonstrating quantum supremacy.\n\n4. Climate Change Research: Ongoing studies have highlighted the Earth's changing climate and its impacts. Scientists have observed rising global temperatures, melting ice caps, extreme weather events, and the connection between human activities and climate change.\n\n5. Genetic Advancements: Researchers are advancing our understanding of genetics by uncovering the complex mechanisms hidden in our genes. Technologies like CRISPR-Cas9 have revolutionized genetic editing, offering potential applications in fields like medicine, agriculture, and environmental conservation.\n\n6. Space Exploration Beyond Mars: Various space agencies are planning ambitious missions to explore celestial bodies beyond Mars. The European Space Agency's JUICE mission plans to investigate Jupiter and its moons, while NASA's Artemis program aims to return humans to the Moon and establish a sustainable presence there.\n\n7. Particle Physics: The field of particle physics has seen significant discoveries in recent years, such as the detection of the Higgs boson at CERN's Large Hadron Collider. Researchers continue to explore fundamental questions about the nature of matter, dark matter, and the search for new particles.\n\nNote that these summaries may not cover the most recent or comprehensive scientific discoveries, as new breakthroughs happen frequently across various fields. To stay up-to-date on the latest scientific discoveries, it's best to follow reputable scientific publications and news outlets."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 469, "total_tokens": 486}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864pfkwi5cuACKVD1Fgr3Amg2uSPK", "object": "chat.completion", "created": 1696459235, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time data, and I can't provide summaries of the very latest scientific discoveries without specific information or a time frame. However, here are a few significant scientific discoveries from different fields in recent years:\n\n1. Gravitational Waves: In 2015, the LIGO (Laser Interferometer Gravitational-Wave Observatory) collaboration confirmed the existence of gravitational waves, a prediction of Einstein's theory of general relativity. Gravitational waves are ripples in the fabric of space-time caused by violent cosmic events like the collision of black holes or neutron stars.\n\n2. CRISPR Gene Editing: The CRISPR-Cas9 gene-editing technique has revolutionized genetic research. Its discovery in 2012 has allowed scientists to easily modify DNA, potentially opening new avenues for treating genetic diseases and developing more resilient crops.\n\n3. Exoplanets: The field of exoplanet research has rapidly expanded in recent years. Notably, the Kepler Space Telescope has discovered thousands of exoplanets, including rocky planets within the habitable zones of their stars, raising the possibilities for extraterrestrial life.\n\n4. Proxima Centauri b Astrophysical Team: In 2020, an international team of astronomers discovered a potentially habitable Earth-sized exoplanet, called Proxima Centauri b, orbiting the closest star to our solar system, Proxima Centauri.\n\n5. Quantum Supremacy: In 2019, Google claimed to have achieved quantum supremacy, using a quantum computer to solve a mathematical problem that would take thousands of years for classical computers to solve. This milestone showcases the potential of quantum computing for solving complex problems.\n\nIt is important to note that new scientific discoveries are made every day and the scientific community constantly advances our understanding of the world. For up-to-date information on the latest scientific discoveries, it is best to refer to trusted scientific journals and news outlets."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 394, "total_tokens": 411}}]
[{"model": "gpt-3.5-turbo-16k", "messages": [{"content": "Please provide a summary of the latest scientific discoveries.", "role": "user"}]}, {"id": "chatcmpl-864pfb1Y6UMwtQk8sHN1DgMxeywbU", "object": "chat.completion", "created": 1696459235, "model": "gpt-3.5-turbo-16k-0613", "choices": [{"index": 0, "message": {"role": "assistant", "content": "As an AI language model, I don't have real-time information or direct access to current scientific discoveries unless they have been widely reported. However, here are a few notable scientific advancements from recent times:\n\n1. COVID-19 Vaccines: In response to the global pandemic, significant progress has been made in developing COVID-19 vaccines. Multiple vaccines, such as Pfizer-BioNTech, Moderna, and AstraZeneca/Oxford, have been authorized for emergency use by various regulatory agencies, demonstrating high efficacy rates in preventing the virus.\n\n2. Mars Exploration: The NASA Perseverance Rover successfully landed on Mars in February 2021, embarking on a mission to search for signs of past microbial life, study the geology and climate of Mars, and prepare for future human exploration. It carries advanced equipment, including Ingenuity, a helicopter that became the first powered flight on another planet.\n\n3. CRISPR Gene-Editing Advancements: The gene-editing tool CRISPR-Cas9 continues to make significant strides. Researchers are discovering new applications for CRISPR, expanding its potential in treating genetic diseases, engineering crops, and enhancing our understanding of human biology.\n\n4. Quantum Computing Progress: Quantum computing aims to revolutionize computing power and solve complex problems. Recent advancements have been made in developing stable qubits (quantum bits) and creating quantum computers capable of solving specific problems. These developments hint at the potential future impact of quantum technology.\n\n5. Neutron Star Collision Detection: In August 2017, scientists made the first-ever detection of gravitational waves resulting from the collision between two neutron stars. This event, named GW170817, demonstrated the ability to detect both gravitational waves and electromagnetic emissions simultaneously, providing valuable insights into the origins of heavy elements and the nature of the universe.\n\nRemember, these summaries provide a glimpse into select scientific advancements, and there are numerous exciting discoveries happening across various disciplines at any given time. For the most up-to-date information on scientific breakthroughs, it is recommended to refer to scientific journals, news sources, or scientific organizations' websites."}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 17, "completion_tokens": 421, "total_tokens": 438}}]