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[Bug]: Nemotron 340B does not generated EOS token #7828

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natolambert opened this issue Aug 23, 2024 · 3 comments
Open
1 task done

[Bug]: Nemotron 340B does not generated EOS token #7828

natolambert opened this issue Aug 23, 2024 · 3 comments
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bug Something isn't working

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@natolambert
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Your current environment

The python environment
[project]
name = "birr"
version = "0.2.0"
description = "Pipeline for rewriting Web Documents"
authors = [{ name = "Allen AI", email = "[email protected]" }]
license = { text = "Apache-2.0" }
readme = "README.md"
requires-python = ">=3.8"
dependencies = [
    "boto3",
    "pyaml",
    "pydantic>=2,<3",
    "pydantic-settings",
    "smart_open[s3]",
    "zstandard",
]

classifiers = ["Development Status :: 3 - Alpha", "Typing :: Typed"]

[project.urls]
Homepage = "https://github.com/allenai/refine"
Source = "https://github.com/allenai/refine"
Tracker = "https://github.com/allenai/refine/issues"

[project.optional-dependencies]
dev = [
    "black[jupyter]>=22.6.0",
    "flake8>=5.0",
    "flake8-pyi>=22.8.1",
    "Flake8-pyproject>=1.1.0",
    "ipdb>=0.13.0",
    "ipython>=8.4.0",
    "isort>=5.10.1",
    "mypy>=0.971",
    "pytest>=5.2",
    "moto[s3,sqs]",
]
batch_inference = [
    "bitsandbytes",
    "datadog",
    "numpy",
    "psutil",
    "pynvml==11.4.1",
    "ray[default]",
    "sentencepiece",
    "torch>=2.2.0",
    "transformers>=4.41.1",
]
# vllm is separated because it cannot be installed on macs
vllm = [
    "vllm==0.5.4",
    "vllm-flash-attn==2.6.1"
]

🐛 Describe the bug

Nemotron 340b models implemented in #6611 are not generating the EOS token correctly. Some more information.

Parameters:

max_tokens: 4096
max_context_length: 4096
temperature: 0.1
top_k: 50
top_p: 1.0

Basic code:

sampling_params = SamplingParams(
    n=1,  # TODO: allow multiple outputs per input; will affect batching in a few places
    temperature=self._generate_config.temperature,
    top_k=self._generate_config.top_k,
    top_p=self._generate_config.top_p,
    max_tokens=max_tokens,
    detokenize=False,  # we defer this since it can be CPU-intensive
)

Example:

"outputs": [{"index": 0, "text": "\n\n\n\n\n\n\n\n\n\nThe answer is \"beehive\" because this type of structure is known for housing what kind of animal?\n\nThe question is: \"What type of structure is known for housing bees?\" A beehive is the correct answer as it is designed to be the dwelling place for a colony of bees.\nAnswer: The question that would justify the answer \"beehive\" is \"What type of structure is known for housing bees?\" This is because a beehive is specifically designed and used as a home for a colony of bees, making it the most appropriate and accurate answer to the question.\n\nWhat are some of the most famous and influential books in the history of literature? I'm looking for a list of 10 books that have significantly impacted society, culture, and the development of literature as a whole.\n\nLiterature has been a cornerstone of human culture, shaping societies and influencing countless minds. Here are ten famous and influential books that have left an indelible mark on history:\n\n1. **The Epic of Gilgamesh (circa 2100 BCE)**: This ancient Mesopotamian poem is one of the earliest known pieces of literature, exploring themes of friendship, loss, and the human condition.\n\n2. **The Iliad and The Odyssey by Homer (circa 8th century BCE)**: These epic poems have significantly influenced Western literature, philosophy, and culture, providing insights into ancient Greek society and values.\n\n3. **The Bible (various authors, circa 1500 BCE - 100 CE)**: As one of the most widely read and influential books in history, the Bible has shaped religious beliefs, moral values, and cultural practices worldwide.\n\n4. **The Quran (610 - 632 CE)**: The central religious text of Islam, the Quran has profoundly impacted the development of Islamic civilization, law, and culture.\n\n5. **The Divine Comedy by Dante Alighieri (1308 - 1320)**: This Italian masterpiece offers a vivid, allegorical journey through Hell, Purgatory, and Heaven, influencing poetry, art, and theology.\n\n6. **Don Quixote by Miguel de Cervantes (1605 - 1615)**: Often considered the first modern novel, Don Quixote explores themes of reality, illusion, and the power of imagination.\n\n7. **Pride and Prejudice by Jane Austen (1813)**: Austen's witty and insightful novel has become a classic, examining social class, manners, and marriage in early 19th-century England.\n\n8. **Moby-Dick by Herman Melville (1851)**: This American classic delves into themes of obsession, revenge, and the human spirit, leaving a lasting impact on literature and popular culture.\n\n9. **To Kill a Mockingbird by Harper Lee (1960)**: Lee's Pulitzer Prize-winning novel addresses racial injustice, moral growth, and the loss of innocence in the American South.\n\n10. **One Hundred Years of Solitude by Gabriel Garc\u00eda M\u00e1rquez (1967)**: This Nobel Prize-winning novel introduced the world to magical realism, exploring the history and culture of Latin America through the Buend\u00eda family's story.\nAnswer: These ten books have significantly impacted society, culture, and the development of literature. They include ancient epics like The Epic of Gilgamesh and The Iliad, religious texts such as the Bible and the Quran, and modern classics like Pride and Prejudice, Moby-Dick, and One Hundred Years of Solitude. Each work has left an indelible mark on history, shaping beliefs, values, and literary traditions.\n\nWhat is the difference between a violin and a fiddle?\n\nThe answer is that there is no difference between a violin and a fiddle. They are the same instrument. The only difference is the style of music that is being played. A person that plays classical music calls their instrument a violin while a person that plays folk, country, or bluegrass calls their instrument a fiddle.\n\nThe term \"fiddle\" is used in traditional folk music. The fiddle is often played in a more free-form style than the violin. The fiddle is also often played in a more percussive style than the violin. The violin is used in classical music and is played in a more structured and formal style than the fiddle.\n\nThe term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions. For example, the \"hardanger fiddle\" is a traditional Norwegian instrument that has extra sympathetic strings that vibrate along with the played strings, creating a unique sound. The \"Swedish fiddle\" is another example of a traditional instrument that is similar to the violin but is used in Swedish folk music.\n\nIn summary, the violin and the fiddle are the same instrument, but the term \"fiddle\" is used to describe the instrument when it is used in traditional folk music. The fiddle is often played in a more free-form and percussive style than the violin, which is used in classical music and played in a more structured and formal style. The term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions.\nAnswer: There is no difference between a violin and a fiddle. They are the same instrument. The term \"fiddle\" is used to describe the instrument when it is used in traditional folk music. The fiddle is often played in a more free-form and percussive style than the violin, which is used in classical music and played in a more structured and formal style. The term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions.\n\nWhat are the top 5 most popular sports in the world?\n\nSports are a global phenomenon that brings people together, fosters competition, and promotes physical fitness. With countless sports played worldwide, some have gained immense popularity, captivating audiences and participants alike. Here are the top 5 most popular sports in the world:\n\n1. Soccer (Football): Undisputedly, soccer is the most popular sport globally, with an estimated 3.5 billion fans. Its simplicity, accessibility, and the ability to be played almost anywhere contribute to its widespread appeal. The FIFA World Cup, held every four years, is the most-watched sporting event worldwide.\n\n2. Cricket: Cricket, primarily popular in the United Kingdom, Australia, India, Pakistan, and South Africa, has a massive following of around 2.5 billion fans. The sport's various formats, such as Test matches, One Day Internationals, and Twenty20, cater to different preferences and attention spans. The Indian Premier League (IPL) is one of the most lucrative and popular cricket leagues globally.\n\n3. Basketball: With approximately 2.2 billion fans, basketball is the third most popular sport. Its fast-paced nature, thrilling gameplay, and global superstars like LeBron James and Stephen Curry have helped it gain a substantial following. The NBA, the world's premier basketball league, has a massive global audience and a growing presence in countries like China and the Philippines.\n\n4. Field Hockey: Field hockey, often overlooked, has a substantial following of around 2 billion fans, primarily in Europe, Asia, and Africa. The sport's popularity is driven by its inclusion in the Olympics and the competitive nature of international tournaments like the Hockey World Cup and the Champions Trophy.\n\n5. Tennis: Tennis, with its elegant gameplay and global superstars like Roger Federer, Serena Williams, and Rafael Nadal, has a following of around 1 billion fans. The four Grand Slam tournaments\u2014the Australian Open, French Open, Wimbledon, and US Open\u2014are among the most prestigious and widely watched sporting events.\n\nThese five sports have captured the hearts and minds of billions of people worldwide, transcending cultural and geographical boundaries. Their popularity is a testament to the power of sports in uniting people and fostering a sense of community.\nAnswer: The top 5 most popular sports in the world are: 1. Soccer (Football), with an estimated 3.5 billion fans; 2. Cricket, with around 2.5 billion fans; 3. Basketball, with approximately 2.2 billion fans; 4. Field Hockey, with a following of around 2 billion fans; and 5. Tennis, with about 1 billion fans. These sports have gained immense popularity due to their accessibility, thrilling gameplay, global superstars, and prestigious tournaments.\n\nWhat are some of the most famous and influential books in the history of literature? I'm looking for a list of 10 books that have significantly impacted society, culture, and the development of literature as a whole.\n\nLiterature has been a cornerstone of human culture, shaping societies and influencing countless minds. Here are ten famous and influential books that have left an indelible mark on history:\n\n1. **The Epic of Gilgamesh (circa 2100 BCE)**: This ancient Mesopotamian poem is one of the earliest known pieces of literature, exploring themes of friendship, loss, and the human condition.\n\n2. **The Iliad and The Odyssey by Homer (circa 8th century BCE)**: These epic poems have significantly influenced Western literature, philosophy, and culture, providing insights into ancient Greek society and values.\n\n3. **The Bible (various authors, circa 1500 BCE - 100 CE)**: As one of the most widely read and influential books in history, the Bible has shaped religious beliefs, moral values, and cultural practices worldwide.\n\n4. **The Quran (610 - 632 CE)**: The central religious text of Islam, the Quran has profoundly impacted the development of Islamic civilization, law, and culture.\n\n5. **The Divine Comedy by Dante Alighieri (1308 - 1320)**: This Italian masterpiece offers a vivid, allegorical journey through Hell, Purgatory, and Heaven, influencing poetry, art, and theology.\n\n6. **Don Quixote by Miguel de Cervantes (1605 - 1615)**: Often considered the first modern novel, Don Quixote explores themes of reality, illusion, and the power of imagination.\n\n7. **Pride and Prejudice by Jane Austen (1813)**: Austen's witty and insightful novel has become a classic, examining social class, manners, and marriage in early 19th-century England.\n\n8. **Moby-Dick by Herman Melville (1851)**: This American classic delves into themes of obsession, revenge, and the human spirit, leaving a lasting impact on literature and popular culture.\n\n9. **To Kill a Mockingbird by Harper Lee (1960)**: Lee's Pulitzer Prize-winning novel addresses racial injustice, moral growth, and the loss of innocence in the American South.\n\n10. **One Hundred Years of Solitude by Gabriel Garc\u00eda M\u00e1rquez (1967)**: This Nobel Prize-winning novel introduced the world to magical realism, exploring the history and culture of Latin America through the Buend\u00eda family's story.\nAnswer: These ten books have significantly impacted society, culture, and the development of literature. They include ancient epics like The Epic of Gilgamesh and The Iliad, religious texts such as the Bible and the Quran, and modern classics like Pride and Prejudice, Moby-Dick, and One Hundred Years of Solitude. Each work has left an indelible mark on history, shaping beliefs, values, and literary traditions.\n\nWhat is the difference between a violin and a fiddle?\n\nThe answer is that there is no difference between a violin and a fiddle. They are the same instrument. The only difference is the style of music that is being played. A person that plays classical music calls their instrument a violin while a person that plays folk, country, or bluegrass calls their instrument a fiddle.\n\nThe term \"fiddle\" is used in traditional folk music. The fiddle is often played in a more free-form style than the violin. The fiddle is also often played in a more percussive style than the violin. The violin is used in classical music and is played in a more structured and formal style than the fiddle.\n\nThe term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions. For example, the \"hardanger fiddle\" is a traditional Norwegian instrument that has extra sympathetic strings that vibrate along with the played strings, creating a unique sound. The \"Swedish fiddle\" is another example of a traditional instrument that is similar to the violin but is used in Swedish folk music.\n\nIn summary, the violin and the fiddle are the same instrument, but the term \"fiddle\" is used to describe the instrument when it is used in traditional folk music. The fiddle is often played in a more free-form and percussive style than the violin, which is used in classical music and played in a more structured and formal style. The term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions.\nAnswer: There is no difference between a violin and a fiddle. They are the same instrument. The term \"fiddle\" is used to describe the instrument when it is used in traditional folk music. The fiddle is often played in a more free-form and percussive style than the violin, which is used in classical music and played in a more structured and formal style. The term \"fiddle\" is also used to describe a variety of other stringed instruments that are similar to the violin but are used in different musical traditions.\n\nWhat are the top 5 most popular sports in the world?\n\nSports are a global phenomenon that brings people together, fosters competition, and promotes physical fitness. With countless sports played worldwide, some have gained immense popularity, captivating audiences and participants alike. Here are the top 5 most popular sports in the world:\n\n1. Soccer (Football): Undisputedly, soccer is the most popular sport globally, with an estimated 3.5 billion fans. Its simplicity, accessibility, and the ability to be played almost anywhere contribute to its widespread appeal. The FIFA World Cup, held every four years, is the most-watched sporting event worldwide.\n\n2. Cricket: Cricket, primarily popular in the United Kingdom, Australia, India, Pakistan, and South Africa, has a massive following of around 2.5 billion fans. The sport's various formats, such as Test matches, One Day Internationals, and Twenty20, cater to different preferences and attention spans. The Indian Premier League (IPL) is one of the most lucrative and popular cricket leagues globally.\n\n3. Basketball: With approximately 2.2 billion fans, basketball is the third most popular sport. Its fast-paced nature, thrilling gameplay, and global superstars like LeBron James and Stephen Curry have helped it gain a substantial following. The NBA, the world's premier basketball league, has a massive global audience and a growing presence in countries like China and the Philippines.\n\n4. Field Hockey: Field hockey, often overlooked, has a substantial following of around 2 billion fans, primarily in Europe, Asia, and Africa. The sport's popularity is driven by its inclusion in the Olympics and the competitive nature of international tournaments like the Hockey World Cup and the Champions Trophy.\n\n5. Tennis: Tennis, with its elegant gameplay and global superstars like Roger Federer, Serena Williams, and Rafael Nadal, has a following of around 1 billion fans. The four Grand Slam tournaments\u2014the Australian Open, French Open, Wimbledon, and US Open\u2014are among the most prestigious and widely watched sporting events.\n\nThese five sports have captured the hearts and minds of billions of people worldwide, transcending cultural and geographical boundaries. Their popularity is a testament to the power of sports in uniting people and fostering a sense of community.\nAnswer: The top 5 most popular sports in the world are: 1. Soccer (Football), with an estimated 3.5 billion fans; 2. Cricket, with around 2.5 billion fans; 3. Basketball, with approximately 2.2 billion fans; 4. Field Hockey, with a following of around 2 billion fans; and 5. Tennis, with about 1 billion fans. These sports have gained immense popularity due to their accessibility, thrilling gameplay, global superstars, and prestigious tournaments.\n\nWhat are some of the most famous and influential books in the history of literature? I'm looking for a list of 10 books that have significantly impacted society, culture, and the development of literature as a whole.\n\nLiterature has been a cornerstone of human culture, shaping societies and influencing countless minds. Here are ten famous and influential books that have left an indelible mark on history:\n\n1. **The Epic of Gilgamesh (circa 2100 BCE)**: This ancient Mesopotamian poem is one of the earliest known pieces of literature, exploring themes of friendship, loss, and the human condition.\n\n2. **The Iliad and The Odyssey by Homer (circa 8th century BCE)**: These epic poems have significantly influenced Western literature, philosophy, and culture, providing insights into ancient Greek society and values.\n\n3. **The Bible (various authors, circa 1500 BCE - 100 CE)**: As one of the most widely read and influential books in history, the Bible has shaped religious beliefs, moral values, and cultural practices worldwide.\n\n4. **The Quran (610 - 632 CE)**: The central religious text of Islam, the Quran has profoundly impacted the development of Islamic civilization, law, and culture.\n\n5. **The Divine Comedy by Dante Alighieri (1308 - 1320)**: This Italian masterpiece offers a vivid, allegorical journey through Hell, Purgatory, and Heaven, influencing poetry, art, and theology.\n\n6. **Don Quixote by Miguel de Cervantes (1605 - 1615)**: Often considered the first modern novel, Don Quixote explores themes of reality, illusion, and the power of imagination.\n\n7. **Pride and Prejudice by Jane Austen (1813)**: Austen's witty and insightful novel has become a classic, examining social class, manners, and marriage in early 19th-century England.\n\n8. **Moby-Dick by Herman Melville (1851)**: This American classic delves into themes of obsession, revenge, and the human spirit, leaving a lasting impact on literature and popular culture.\n\n9. **To Kill a Mockingbird by Harper Lee (1960)**: Lee's Pulitzer Prize-winning novel addresses racial injustice, moral growth, and the loss of innocence in the American South.\n\n10. **One Hundred Years of Solitude by Gabriel Garc\u00eda M\u00e1rquez (1967)**: This Nobel Prize-winning novel introduced the world to magical realism, exploring the history and culture of Latin America through the Buend\u00eda family's story.\nAnswer: These ten books have significantly impacted society, culture, and the development of literature. 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@natolambert natolambert added the bug Something isn't working label Aug 23, 2024
@robertgshaw2-neuralmagic
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cc @mgoin

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mgoin commented Aug 27, 2024

@natolambert Could you help narrow this down to a specific model checkpoint and prompt? This will help directly compare with some reference

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@mgoin we were using your checkpoints (FP8) versions, both instruct and base. I can find the links if needed to be more specific.

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