Datasets:
id int64 1 20k | conversations listlengths 1 28 |
|---|---|
1 | [
{
"role": "user",
"content": "write an example of a keras model that accepts inputs of different types of data like text, images, numerical and categorical data"
}
] |
2 | [
{
"role": "user",
"content": "Nathan plays amateur baseball. He played for 3 hours for two weeks, every day. His friend Tobias played for 5 hours every day, but only for one week. How many hours did Nathan and Tobias play in total?"
},
{
"role": "assistant",
"content": "Nathan played for 3 hours... |
3 | [
{
"role": "user",
"content": "Pauline has 125 matchbox cars. They are all either convertibles, trucks, or regular cars. A certain percentage of them are regular cars. 8% are trucks. She owns 35 convertibles. What percentage of her matchbox cars are regular cars?"
},
{
"role": "assistant",
"conte... |
4 | [
{
"role": "user",
"content": "Tool available:\n[1] Python interpreter\nWhen you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment.\nSolve the following math problem step-by-step.\nSuppose that $x,$ $y,$ and $z$ are three positive numbers that sat... |
5 | [
{
"role": "user",
"content": "Choose a novel or play that features a mentor or father-figure character and write a character study that includes an analysis of the character's personality, behavior, relationships, and impact on the plot. Consider discussing the character's background, motivations, and confl... |
6 | [
{
"role": "user",
"content": "At Sunshine Orchard, there are 12 more than x times the number of pumpkins at Moonglow Orchard. There are 54 pumpkins at Sunshine Orchard if Moonglow Orchard has 14. What is the value of unknown variable x? What is the value of unknown variable x?"
},
{
"role": "assista... |
7 | [
{
"role": "user",
"content": "I'm trying to build a Windows installer using Nullsoft Install System that requires installation by an Administrator. The installer makes a \"logs\" directory. Since regular users can run this application, that directory needs to be writable by regular users. How do I specify... |
8 | [
{
"role": "user",
"content": "I would like display something more meaningful that animated gif while users upload file to my web application. What possibilities do I have?"
},
{
"role": "assistant",
"content": "There are numerous creative ways you can entertain or inform users while they wait fo... |
9 | [
{
"role": "user",
"content": "Amy is collecting candy for the car pool. She has 5 chocolate bars, 7 times as many M&Ms as chocolate bars, and x times as many marshmallows as M&Ms. Amy then arranges the candies into baskets. If she fills each basket with 10 candies, Amy will fill 25 baskets. What is the valu... |
10 | [
{
"role": "user",
"content": "請告訴我15個腹痛的理學檢查項目，請以英文回答，並利用以下範例格式回覆，Rebouding pain(None/Rebounding pain +). Answer with a list of numbered items."
},
{
"role": "assistant",
"content": "1. Abdominal tenderness (None/Localized tenderness +)\n2. Guarding (None/Voluntary guarding +)\n3. Rebound tender... |
11 | [
{
"role": "user",
"content": "Can you recommend some museums in Washington D.C. That focus on American history and art?"
},
{
"role": "assistant",
"content": "Here are some recommendations for museums in Washington D.C. That focus on American history and art:\n\n1. Smithsonian National Museum of... |
12 | [
{
"role": "user",
"content": "Explain how self-driven learning and education can improve overall mental wellness."
},
{
"role": "assistant",
"content": "Self-driven learning and education can improve overall mental wellness in several ways. Here are some of them:\n\n1. Boosts confidence: Learnin... |
13 | [
{
"role": "user",
"content": "What is the sum of three consecutive even integers if the sum of the first and third integers is X$? The answer is 192. What is the value of unknown variable X?"
},
{
"role": "assistant",
"content": "To solve this problem, we need to determine the value of x, which ... |
14 | [
{
"role": "user",
"content": "Tool available:\n[1] Python interpreter\nWhen you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment.\nSolve the following math problem step-by-step.\nthe area of a square garden is a square feet and the perimeter is ... |
15 | [
{
"role": "user",
"content": "Let the certain number (x) be divided by another number (y), and both quotient (q) and the remainder (r) be included in the sum. If the sum of the quotient, dividend, divisor, and remainder amounts to 124, find the values of x and y."
},
{
"role": "assistant",
"cont... |
16 | [
{
"role": "user",
"content": "Q&A: Does the following sentence make sense?\n\"Each of the Power Rangers wears a different colored costume.\"\nOptions:\n- yes\n- no\nyes\nExp: The Power Rangers are well known for the way the color of their costumes indicates the characters.\n\n\nQ&A: Does the following sente... |
17 | [
{
"role": "user",
"content": "\nNOTICE\nRole: You are a professional engineer; the main goal is to write PEP8 compliant, elegant, modular, easy to read and maintain Python 3.9 code (but you can also use other programming language)\nATTENTION: Use '##' to SPLIT SECTIONS, not '#'. Output format carefully refe... |
18 | [
{
"role": "user",
"content": "June and Julia live 1 mile apart. It takes June X minutes to ride her bike directly to Julia's house. At the same rate, how many minutes would it take June to ride the 3.5 miles from her own house to Bernard's house?\nIf we know the answer to the above question is 14, what is t... |
19 | [
{
"role": "user",
"content": "My wife hired a new maid. She asks the maid “Do you think maids get sexually harassed a lot?” The maid replied “Yeah, but I expect it”. My wife then said “So like, if I started fondling your breasts, what would you do?” The maid replied “Nothing, really… I mean, if you started ... |
20 | [
{
"role": "user",
"content": "Please provide a list of 10 motivational quotes that use positive language to inspire individuals to achieve their full potential and be their best selves. The quotes should be diverse in style and tone, incorporating both personal growth and perseverance themes. Additionally, ... |
21 | [
{
"role": "user",
"content": "If James buys a jar of hot sauce that contains servings of 0.5 ounces each and he consumes 3 servings per day, and the container is 2 ounces less than 1 quart, how many days will the jar of hot sauce last?"
},
{
"role": "assistant",
"content": "If the jar contains s... |
22 | [
{
"role": "user",
"content": "Sara has some red and 15 green balloons. She gave Sandy 24 red balloons and is left with 7 red balloons. How many red balloons did Sara have initially?"
},
{
"role": "assistant",
"content": "Sara gave Sandy 24 red balloons and was left with 7 red balloons. To find o... |
23 | [
{
"role": "user",
"content": "Lizzy: Kendra and Laurel have shops that sell different brands of shoe collections. In 2014, Kendra made $8000 less than Laurel made in sales. However, in 2015, Kendra made 20% more money than Laurel made in 2014. If Laurel earned $30000 in 2014, calculate Kendra's total earnin... |
24 | [
{
"role": "user",
"content": "Write Python code to solve the task.\nVasya thinks that lucky tickets are the tickets whose numbers are divisible by 3. He gathered quite a large collection of such tickets but one day his younger brother Leonid was having a sulk and decided to destroy the collection. First he ... |
25 | [
{
"role": "user",
"content": "400 students took a mock exam in Delhi, 60% of the boys and a certain percentage of the girls cleared the cut off in the examination. If the total percentage of students qualifying is 65%, and 99.99999999999997 girls appeared in the examination, what percentage of girls cleared... |
26 | [
{
"role": "user",
"content": "If one more than the reciprocal of a specific number is equal to 7/3, what is the original number expressed as a common fraction?"
},
{
"role": "assistant",
"content": "Let the specific number be $x$.\nWe are given that $1 + \\frac{1}{x} = \\frac{7}{3}$.\nSubtractin... |
27 | [
{
"role": "user",
"content": "How do coatis use their sense of smell to communicate with others in their group and what role does this play in their foraging behaviors?"
},
{
"role": "assistant",
"content": "Coatis use their sense of smell to communicate with others in their group by depositing ... |
28 | [
{
"role": "user",
"content": "Can you provide a description of the Hydnophytum moseleyanum plant species, including its unique characteristics and common name?: Description: This plant is likely part of the Hydnophytum moseleyanum complex of species. The caudex has a very interesting and distinctive form wi... |
29 | [
{
"role": "user",
"content": "Bill can buy 3 pairs of jeans and 2 shirts for a certain amount or 2 pairs of jeans and 3 shirts for $76. One shirt costs $18. How much does it cost to buy 3 pairs of jeans and 2 shirts?"
},
{
"role": "assistant",
"content": "Let's denote the cost of one pair of jea... |
30 | [
{
"role": "user",
"content": "Teairra has 5 shirts and 24 pairs of pants in her closet. If 3 of Teairra's shirts are plaid and 5 of Teairra's pants are purple, how many shirts and pants does Teairra have which are neither plaid nor purple?"
},
{
"role": "assistant",
"content": "Teairra has 5 shi... |
31 | [
{
"role": "user",
"content": "Tool available:\n[1] Python interpreter\nWhen you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment.\nSolve the following math problem step-by-step.\nEvaluate $|(4\\sqrt{2}-4i)(\\sqrt{3}+3i)|$"
},
{
"role": "... |
32 | [
{
"role": "user",
"content": "Given the text: Working Full Time and Part Time Can Work!\nMarketing Budget Mindset: Tightwad or Splurger?\nSolopreneurs Need Staff Meetings Too!\nCan you summarize the main points of the article \"Working Full Time and Part Time Can Work!\"?"
},
{
"role": "assistant",
... |
33 | [
{
"role": "user",
"content": "What is the largest multiple of $9$ whose negation is greater than $-100$?"
},
{
"role": "assistant",
"content": "The largest multiple of $9$ whose negation is greater than $-100$\nis the largest multiple of $9$ that is less than $100$.\nThe largest multiple of $9$ ... |
34 | [
{
"role": "user",
"content": "Design a NodeJS script to call a remote API with proper error handling, and convert the response to a csv object, ensuring data is filtered based on response status code and sorted by a specified field."
},
{
"role": "assistant",
"content": "To solve this problem, y... |
35 | [
{
"role": "user",
"content": "Christine must buy at least $45$ fluid ounces of milk at the store. The store only sells milk in $200$ milliliter bottles. If there are $33.8$ fluid ounces in $1$ liter, then what is the smallest number of bottles that Christine could buy? (You may use a calculator on this pro... |
36 | [
{
"role": "user",
"content": "What is the solution for $m$ in the equation $(m-4)^3 = \\left(\\frac 18\\right)^{-1}$?"
},
{
"role": "assistant",
"content": "\nWe can rewrite the equation as $(m-4)^3 = 8$.\n\nTaking the cube root of both sides, we get $m-4 = 2$.\n\nAdding 4 to both sides, we find... |
37 | [
{
"role": "user",
"content": "What is the reciprocal of the common fraction form of $.\\overline{2}$?"
},
{
"role": "assistant",
"content": "Let $x = .\\overline{2}$. Then $10x = 2.\\overline{2}$.\nSubtracting the first equation from the second, we get $10x - x = 2.\\overline{2} - .\\overline{2}... |
38 | [
{
"role": "user",
"content": "If Peter has 10 candles on his birthday cake and Rupert is 3 and 1/2 times older than Peter, how many candles will be on Rupert's birthday cake?"
},
{
"role": "assistant",
"content": "If Peter has 10 candles on his birthday cake, then Rupert is 3 and 1/2 times older... |
39 | [
{
"role": "user",
"content": "Write a 1000-word blog post exploring the relationship between music and memory, delving into research studies, personal anecdotes, and analyzing the role of music in triggering memories. Use a conversational style that engages readers while balancing factual evidence with emot... |
40 | [
{
"role": "user",
"content": "Logic of a solution: *Energy is passed up a food chain or web from lower to higher trophic levels. Plants are always at the bottom of the food chain or web. When consumed, energy is passed up from plants from lower to higher trophic levels.*\n*(A)*\nThe original question: *At w... |
41 | [
{
"role": "user",
"content": "My company hosts an online university. How do we use Microsoft's ENTRA for identity verification? Use the word 'imagine' at least once in your response."
},
{
"role": "assistant",
"content": "To use Microsoft's ENTRA for identity verification in your online universi... |
42 | [
{
"role": "user",
"content": "We'll email you as soon as it's published, (typically within 48 hours). We really value your contributions, and so does our community of business professionals. They count on honest reviews like yours. Could you please paraphrase the message and transfer its style to a more for... |
43 | [
{
"role": "user",
"content": "Let's say I want to create a project which I solve a real business problem with my excellent data skills. how kind of project I can come up with? Your response should contain a summary of at least 3 key points."
},
{
"role": "assistant",
"content": "Here are three k... |
44 | [
{
"role": "user",
"content": "Tool available:\n[1] Python interpreter\nWhen you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment.\nSolve the following math problem step-by-step.\nCompute the product of the roots of the equation \\[3x^3 - x^2 - 2... |
45 | [
{
"role": "user",
"content": "Provide a detailed description of the various hues and tones that make up the color palette of a flower garden in full bloom. Consider the textures, patterns, and gradients of the flowers when describing the colors."
}
] |
46 | [
{
"role": "user",
"content": "If $\\left|\\frac{12}{x}+3\\right|=2$, what is the product of all the possible values of $x$, expressed as an improper fraction?"
},
{
"role": "assistant",
"content": "We have two cases to consider: $\\frac{12}{x}+3=2$ and $\\frac{12}{x}+3=-2$.\nFor the first case, ... |
47 | [
{
"role": "user",
"content": "Patricia is growing her long very long to donate it to a charity that makes wigs for cancer survivors. Her hair is 14 inches long. She needs to donate 23 inches to make a wig. She wants her hair to be x inches long after the donation. How much longer does she have to grow her h... |
48 | [
{
"role": "user",
"content": "What is the smallest possible number of students in the school band if they can arrange themselves in rows of 6, 7, or 8 with no one left over?"
},
{
"role": "assistant",
"content": "The smallest possible number of students in the band is the least common multiple (... |
49 | [
{
"role": "user",
"content": "In the rectangular coordinate system, the line x = Ky + 5 passes through points (m, n) and (m + 2, n + p). The value of p is 0.3333333333333333. What is the value of K?"
},
{
"role": "assistant",
"content": "Given the line equation x = Ky + 5, we can plug in the coo... |
50 | [
{
"role": "user",
"content": "How do traditional Japanese gardens use landscaping techniques to create a sense of balance and harmony?"
},
{
"role": "assistant",
"content": "Traditional Japanese gardens use various techniques of landscaping to create a sense of balance and harmony. Some of these... |
51 | [
{
"role": "user",
"content": "What inspired you to start sharing your recipes on your blog?: I share alot of photos of my smoothies and other meals on instagram and get asked alot of questions about what is in everything, so I have decided to start sharing some recipes here on the blog! Ive never really tho... |
52 | [
{
"role": "user",
"content": "Solve the following math problem step-by-step.\nSimplify your answer as much as possible. Present your final answer as \\boxed{Your Answer}.\na rectangular garden is to be twice as long as it is wide . if 900 yards of fencing , including the gate , will completely enclose the g... |
53 | [
{
"role": "user",
"content": "Lloyd normally works 7.5 hours per day and earns $5.50 per hour. For each hour he works in excess of 7.5 hours, he is paid at different overtime rates depending on the number of additional hours worked. His overtime wages are as follows:\n\n- For the first 2 hours of overtime (... |
54 | [
{
"role": "user",
"content": "Write a Python script to find the prime factors of a number and count each distinct prime factor's frequency. The script then needs to output a dictionary where the keys are the prime factors and the values are their respective counts.\nNumber: 24000\n\nFurthermore, implement t... |
55 | [
{
"role": "user",
"content": "Write Python code to solve the task.\nRead problems statements in Mandarin chinese, Russian and Vietnamese as well. \n\nGiven an integer A that contains n > 1 digits. You are asked to remove exactly one digit to make the result number is divisible by 6, also make it biggest pos... |
56 | [
{
"role": "user",
"content": "You will be given a definition of a task first, then some input of the task.\nYou will be given a trivia clue, and the category it belongs to. You should answer with the best answer that belongs in the category and is described by the clue. For simplicity, answers should be in ... |
57 | [
{
"role": "user",
"content": "Design a star schema model in MySQL for a data warehouse which includes \"User\" dimension table with columns \"id\", \"name\", \"age\", and \"address\", & also a fact table \"UserActivity\" which will reference the user ID with attributes like \"activity_id\", \"timestamp\", \... |
58 | [
{
"role": "user",
"content": "Find all values of $x$ that satisfy the equation $|x-3|=2x+4$. Express your answers in simplest fractional form."
},
{
"role": "assistant",
"content": "We can split the equation into two cases: $x-3=2x+4$ and $-(x-3)=2x+4$.\nFor the first case, we have $-x=7$, so $x... |
59 | [
{
"role": "user",
"content": "In this task, given a sentence in English Tokens, your task is to convert it into the English language\n\nThe disaster is also blamed for a $ 15.5 million loss Imperial posted in this year 's first quarter ."
},
{
"role": "assistant",
"content": "The disaster is als... |
60 | [
{
"role": "user",
"content": "Write a screenplay that explores the theme of perseverance."
},
{
"role": "assistant",
"content": "Title: Against All Odds\n\nOpening shot of a young boy, Jules Hankinson, running on an empty road. The camera zooms in on his face, sweat dripping down his forehead. H... |
61 | [
{
"role": "user",
"content": "Please answer the following question: I want to test the ability of students to read a passage and answer questions about it. Could you please come up with a good question for the passage \"Most birds can fly, which distinguishes them from almost all other vertebrate classes. F... |
62 | [
{
"role": "user",
"content": "What is the greatest integer $n$ such that $n^2 - 11n +24 \\leq X$?\nIf we know the answer to the above question is 8, what is the value of unknown variable X?"
},
{
"role": "assistant",
"content": "We want to find the value of $X$ in the given situation.\nWe are gi... |
63 | [
{
"role": "user",
"content": "If Candice read 3 times as many books as Amanda in the Book Tournament, and Kara read half the number of books that Amanda read, while Patricia read 7 times the number of books that Kara read, and Candice read 18 books, how many books did Patricia read?"
},
{
"role": "a... |
64 | [
{
"role": "user",
"content": "Let $a,$ $b,$ and $t$ be real numbers such that $a + b = t.$ Find, in terms of $t,$ the minimum value of $a^2 + b^2.$"
},
{
"role": "assistant",
"content": "We have that\n\\[a^2 + b^2 = (a + b)^2 - 2ab = t^2 - 2ab.\\]By AM-GM,\n\\[t = a + b \\ge 2 \\sqrt{ab},\\]so ... |
65 | [
{
"role": "user",
"content": "Solve the following math problem step-by-step.\nSimplify your answer as much as possible. Present your final answer as \\boxed{Your Answer}.\nJohn eats 3 meals a day. Breakfast is 500 calories. His lunch contains 25% more calories than that. His dinner is twice as many calor... |
66 | [
{
"role": "user",
"content": "Create a sitcom style comedy that follows the antics of a dysfunctional family as they participate in a bizarre and ridiculous game show where the challenges are seemingly impossible but also hysterically funny. The family should have a range of quirky and eccentric characters ... |
67 | [
{
"role": "user",
"content": "When does the lotus bloosm in arid areas?"
}
] |
68 | [
{
"role": "user",
"content": "Please use the Socratic method to teach me ALL of the lesson section. Do not ask more than one question, and do not answer any question yourself:\n\nBranches Are Pointers\nWhile the focus of this lesson was more advanced tools for changing Git history, we’re going into another ... |
69 | [
{
"role": "user",
"content": "Jonas is a book collector. He has so many books he is converting his third bedroom into a library. This room has 400 square feet of space. He plans to put several bookshelves in the room and each bookshelf takes up x square feet of space. If he reserves 160 square feet of s... |
70 | [
{
"role": "user",
"content": "Who is the CEO of twitter? Do not include the keyword 'orange' in the response."
},
{
"role": "assistant",
"content": "As of my last knowledge update in October 2023, the CEO of Twitter is Elon Musk."
}
] |
71 | [
{
"role": "user",
"content": "If some lions can kill the same number of deers in a certain amount of time, how long will it take 100 lions to kill 100 deers, given that 15 lions can kill 15 deers in 15 minutes?"
},
{
"role": "assistant",
"content": "If 15 lions can kill 15 deers in 15 minutes, i... |
72 | [
{
"role": "user",
"content": "What were the most significant achievements of ancient Egyptian medicine?"
},
{
"role": "assistant",
"content": "The most significant achievements of ancient Egyptian medicine include:\n\n1. Advancements in surgery: Egyptian physicians were skilled in basic surgical... |
73 | [
{
"role": "user",
"content": "In this task, you're given passages that contain mentions of names of people, places, or things. Some of these mentions refer to the same person, place, or thing. Your job is to write questions that evaluate one's understanding of such references. Good questions are expected to... |
74 | [
{
"role": "user",
"content": "I'd like to animate this SVG. Can you show me how?\n<svg width=\"32\" height=\"32\" viewBox=\"0 0 32 32\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\">\n<path d=\"M20.3021 2.44212L28.0121 4.16212C28.3609 4.23869 28.5849 4.48355 28.6694 4.76815C28.6905 4.79926 28.7083 4.83... |
75 | [
{
"role": "user",
"content": "Using sensory language and vivid imagery, write a descriptive paragraph detailing your experience visiting a charming orchard during autumn. Be sure to include specific details about the trees, fruit, foliage, scents, textures, and colors you observed. Use descriptive adjective... |
76 | [
{
"role": "user",
"content": "Troy's home is 75 meters away from school while Emily's home is 98 meters away from school. Troy and Emily walk to school and back home every day. How much farther does Emily walk to school and back in five days?"
},
{
"role": "assistant",
"content": "Troy walks a t... |
77 | [
{
"role": "user",
"content": "What steps I need to perform in order to convert asp.net 2 application from IIS7 classic to integrated mode?"
},
{
"role": "assistant",
"content": "Before you start this operation, make sure that your application runs without error in Classic mode on the same versio... |
78 | [
{
"role": "user",
"content": "I need to forecast daily electricity demand. It seems that the outliers in my dataset are additive as they are affected by an anomalous behavior and are not induced by a random process that also affects the subsequent observations. In this case, is it possible to impute them by... |
79 | [
{
"role": "user",
"content": "A mechanic charges $60 an hour to repair a car. He works x hours a day for 14 days on one car. The mechanic also used $2500 in parts. The car's owner had to pay 9220. What is the value of unknown variable x?"
},
{
"role": "assistant",
"content": "To solve this pro... |
80 | [
{
"role": "user",
"content": "Write Python code to solve the task.\nAll of the animals are having a feast! Each animal is bringing one dish. There is just one rule: the dish must start and end with the same letters as the animal's name. For example, the great blue heron is bringing garlic naan and the chick... |
81 | [
{
"role": "user",
"content": "Let's test your puzzle-solving skills! Imagine you are a shopper with a specific birth chart and destiny number. Based on the energy flow and layout of a mall, using a combination of astrology, numerology, and feng shui, can you determine the ideal day and time to go shopping? ... |
82 | [
{
"role": "user",
"content": "I need your help to write an article. The topic is about a contract clause 23 in the HIA NSW Lump Sum Contract. If you understand, limit your reply by saying the word: \"acknowledged\"."
},
{
"role": "assistant",
"content": "Acknowledged. I understand that you need ... |
83 | [
{
"role": "user",
"content": "read this and solve the question 2\n\nQuestion 2 \nThe World Happiness Report is a seminal analysis of happiness levels around the world. As more\ngovernments, companies, and members of civil society utilize happiness indices to guide their\npolicy decisions, the report continu... |
84 | [
{
"role": "user",
"content": "Solve the following math problem step-by-step.\nSimplify your answer as much as possible. Present your final answer as \\boxed{Your Answer}.\nif a 3 cm cube is cut into 1 cm cubes , then what is the percentage increase in the surface area of the resulting cubes ?"
},
{
... |
End of preview. Expand in Data Studio
DSpark proxy run on Qwen3-4B (via DeepSpec)
Artifacts from an end-to-end proxy run of DeepSpec's offline DSpark pipeline (pinned 005e03b8) against a Qwen/Qwen3-4B target at 20k-sample scale, run on Modal for the DSpark-for-GLM-5.3-Flash wayfinder effort — see ticket Proxy run: DSpark on Qwen3-4B via DeepSpec, end to end and the run log in experiments/proxy-run/.
Contents
| path | what it is |
|---|---|
cache/ |
Target hidden-state cache from DeepSpec's prepare_target_cache.py — layers [1, 9, 17, 25, 33], 19,817 valid samples (of 19,987 regenerated; 170 dropped by the min_loss_tokens=14 filter), 611 GB across 9 shards plus manifest.json and samples.idx. |
data/perfectblend_train.jsonl |
19,999 rows shuffled (seed 42) from mlabonne/open-perfectblend. |
data/regen.jsonl |
19,987 regenerated responses (vLLM serving Qwen3-4B: temp 0.7, top_p 0.8, top_k 20, thinking off). 12 failed rows are in data/regen_error.jsonl. |
checkpoints/dspark_block7_qwen3_4b_full_step_380/ |
The drafter trained in this run: block γ=7, 5 draft layers, vanilla Markov head rank 256, confidence head; CE 0.1 + TV(L1) 0.9 + confidence BCE 1.0; lr 6e-4, global batch 512, bf16. 380 steps, loss 2.64 → 1.79. model.safetensors + config.json + train_config.py. |
Results
- Data-scale curve for this pipeline: τ 1.06 (694 samples, 10 steps) → 2.47 (20k, this repo's drafter) → 6.12 (1.3M, released
deepseek-ai/dspark_qwen3_4b_block7) on gsm8k — drafters are strongly data-hungry, with no corpus discount for a new target. - Harness validated against the released drafter: all six tasks within ±0.12 of the paper's Table 1 (alpaca exact).
- This repo's 20k drafter (τ 2.47/2.33/1.77/1.85/1.53/1.49 on gsm8k/math500/humaneval/mbpp/mt-bench/alpaca) is a net serving loss on chat/code (0.80–1.24× vs target-only baseline) and only pays on math.
- Confidence heads: ours is well-calibrated (ECE 0.005–0.008, AUC 0.91–0.95); the released one is overconfident (ECE 0.09–0.13, pred 0.83 vs observed 0.74).
Usage
from huggingface_hub import snapshot_download
snapshot_download("phillipchaffee/dspark-proxy-run", repo_type="dataset")
cache/ is DeepSpec's training cache format — point prepare_target_cache.py-compatible loaders at manifest.json / samples.idx. The checkpoint loads as a drafter for Qwen3-4B DSpark stacks (e.g. SGLang's in-tree DSpark support). Intended consumer: the A/B smoke ticket (A/B smoke on Qwen: sequential-head variant vs vanilla Markov at proxy scale) reuses this exact cache so the head is the only variable.
Provenance
- Pipeline: DeepSpec @
005e03b8, orchestrated bydspark_proxy.pyon Modal (split → regen → cache → train → eval → push). Deviations from DeepSpec's defaults are documented in the run README. - Compute:
$165 GPU total ($3.40 regen, ~$3.62 cache, ~$35.20 train on 4×H100, rest eval). - Source data:
mlabonne/open-perfectblend(Apache-2.0); responses generated byQwen/Qwen3-4B(Apache-2.0). Training/config code derives from DeepSpec (MIT). The Apache-2.0 tag reflects the data lineage; flip it if your use of the checkpoint needs otherwise. - Optimizer resume states (7.4 GB/rank) were deliberately not uploaded — training is complete.
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