canada-quant/hy3-w4a16-mtp
Text Generation • 47B • Updated • 578 • 2
messages list |
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[
{
"role": "user",
"content": "Zack has traveled to twice the number of countries Patrick traveled to. Patrick traveled to three times the number of countries Joseph traveled to. Joseph traveled to half the number of countries George traveled to. If George traveled to 6 countries, how many countries did Zack... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with simulating a simple traffic light control system using Python. The system consists of two stations, station 5 and station 6, which are responsible for controlling the traffic lights at a junction. Station 5 is responsible for the red light, while station 6 i... |
[
{
"role": "user",
"content": "You are tasked with creating a class that manages a list of items with different types. The class should have a method to add items to the list and another method to retrieve all items of a specific type. To achieve this, you need to implement the `ItemManager` class with the f... |
[
{
"role": "user",
"content": "Which internet providers have the lowest latency for competitive online gaming, and how can one optimize their network settings for a better experience?"
},
{
"role": "assistant",
"content": "The following internet providers are known to have the lowest latency for ... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with implementing a C++ class to track CPU time usage. The class should support adding user and kernel time in a granular manner and provide a method to calculate the total CPU time.\n\nYour task is to complete the implementation of the `CpuTime` class by adding ... |
[
{
"role": "user",
"content": "You are tasked with implementing a function that processes a JSON object and retrieves a specific value based on certain conditions. The JSON object represents information about application instances, and the function should handle cases where the JSON is incomplete or malforme... |
[
{
"role": "user",
"content": "Can you provide some tips on how to maintain healthy hydration levels throughout the day?"
},
{
"role": "assistant",
"content": "1. Start your day with water: Drink a glass of water first thing in the morning to kick-start your metabolism and rehydrate after sleep.\... |
[
{
"role": "user",
"content": "Greg has his own dog walking business. He charges $20 per dog plus $1 per minute per dog for walking the dog. If he walks one dog for 10 minutes, two dogs for 7 minutes and three dogs for 9 minutes, how much money, in dollars, does he earn?"
},
{
"role": "assistant",
... |
[
{
"role": "user",
"content": "Kenny played 10 hours of basketball last week. He ran for twice as long as he played basketball, and he practiced on the trumpet for twice as long as he ran. How many hours did Kenny practice on the trumpet last week?"
},
{
"role": "assistant",
"content": "Kenny ran... |
[
{
"role": "user",
"content": "You are tasked with creating a class to manage irregular income transactions. Your class should include properties for the description of the income and the date it was received. Additionally, you need to implement a method to calculate the total irregular income received withi... |
[
{
"role": "user",
"content": "Write a comprehensive essay describing the unique structure of RNA polymerases and their corresponding functions in a range of biological processes. Include information on different types of RNA polymerases, their subunits, and their mechanisms of action. In your discussion, hi... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "Lecture and discussion with Eyal Zisser (Dean of the Faculty of Humanities and Yona and Dina Ettinger Chair of Contemporary Middle Eastern History, Tel Aviv University). Welcome: Markus Jachtenfuchs (Professor of European and Global Governance, Hertie School) and Lukas Welz (Ge... |
[
{
"role": "user",
"content": "Provide step-by-step instructions on how to create a comprehensive budget in Excel or Google Sheets, highlighting the key components of the budget and how they should be inputted. Additionally, outline strategies for staying on track with the budget once it is created, includin... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with creating a program that extracts and counts the number of HTML comments within a given HTML file. An HTML comment is defined as any text enclosed within `<!--` and `-->`. Your program should be able to handle multiple HTML comments within the file and provid... |
[
{
"role": "user",
"content": "You are tasked with creating a Python function that processes a request to delete a share link. The function should utilize a serializer to validate the request data and return an appropriate response based on the validation result.\n\nWrite a Python function `delete_share_link... |
[
{
"role": "user",
"content": "You are tasked with creating a PHP function that interacts with a MongoDB database to perform CRUD operations on a collection of music bands. The provided code snippet is the beginning of a PHP function called `Edit`, which takes an `$id` parameter. Inside the function, a Mongo... |
[
{
"role": "user",
"content": "You are tasked with implementing a class that manages chart queries for a data visualization tool. The provided code snippet is a part of the class definition and includes a method for restoring default settings and a property for accessing the raw query string.\n\nYour task is... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with implementing a class to manage the actions and signals of a sequence object context. The context has four possible states represented by the enum `SequenceObjectContext`, and for each state, there is a corresponding action and signal to be managed. The actio... |
[
{
"role": "user",
"content": "The overall mission of the Oncogenomics Shared Resource Facility (OG SRF) laboratory is to accelerate the clinical genomics, precision medicine and genomic research interests at the Markey Cancer Center (MCC) by providing cutting-edge genomic technology services.\nFunctioning a... |
[
{
"role": "user",
"content": "You are tasked with implementing a loss calculation function for a machine learning model. The function takes in various input parameters and computes the loss based on the predicted and actual values. The loss is a combination of discrete and continuous value losses, and the f... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "Read the passage below and answer the question or follow the instruction: Can you explain the DirectPath I/O Configuration warning you received and what hardware you are using for your file server? Passage: I'm trying to install ESXi on my EX58-Extreme based system and I'm runn... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "What role does exercise play in preventing heart disease?"
},
{
"role": "assistant",
"content": "Exercise plays a crucial role in preventing heart disease by improving cardiovascular health, lowering blood pressure and cholesterol levels, reducing inflammation, and ... |
[
{
"role": "user",
"content": "You are tasked with creating a Python program that processes a given GeoJSON file and performs a specific operation on its data. GeoJSON is a format for encoding a variety of geographic data structures. The given GeoJSON file contains a collection of geographic features, such a... |
[
{
"role": "user",
"content": "You are tasked with creating a Python function that extracts specific information from a given dictionary representing a Python package's metadata. The dictionary contains various key-value pairs, and your function should extract and return the values associated with the keys '... |
[
{
"role": "user",
"content": "When three numbers are added two at a time the sums are 29, 46, and 53. What is the sum of all three numbers?"
},
{
"role": "assistant",
"content": "Let the three numbers be $a,$ $b,$ and $c,$ where $a \\ge b \\ge c.$\nThen we have the equations $a+b=29,$ $a+c=46,$ ... |
[
{
"role": "user",
"content": "You are tasked with creating a script that automates the process of starting a service with specific configurations. Your script should take in the service executable path, configuration file path, and log level as command-line arguments, and then execute the service with the p... |
[
{
"role": "user",
"content": "You are tasked with implementing a feature in an iOS app that allows users to select a sport from a list using a `UIPickerView`. The app has a `SportSelectionViewController` class that manages the sport selection process. The selected sport will be stored in the `selectedSport`... |
[
{
"role": "user",
"content": "How can I optimize my website for mobile devices to increase its quality ranking on Google Panda?\nGenerate according to: The Google update to its ranking factor – called Google Panda – is one of the most impactful updates Google has launched almost since its inception. Google ... |
[
{
"role": "user",
"content": "Develop a clean, minimalist user interface for a new food delivery app that prioritizes ease of use and allows for quick navigation between different sections such as \"Menu,\" \"Cart,\" and \"Payment.\" The design should feature bold, easy-to-read font and high-quality images ... |
[
{
"role": "user",
"content": "Billy ate 20 apples this week. On Monday, he ate x apples. On Tuesday, he ate twice as many as he ate the day before. He’s not sure what he ate on Wednesday. On Thursday, he ate four times as many as he ate on Friday. On Friday, he ate half of the amount he ate on Monday. He at... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are working on a signal processing application that involves categorizing signal amplitudes based on their frequencies. You have been given a list of frequency-amplitude pairs and need to categorize the amplitudes into different buckets based on the frequency ranges. The fr... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with creating a Python class for a simple text-based game. The class should include a method to display the credits at the end of the game. The credits should include a personalized thank you message and the name of the game's creator.\n\nCreate a Python class ca... |
[
{
"role": "user",
"content": "You are tasked with implementing a custom data transformer class in Python for preprocessing numerical and categorical features. The class should have methods for fitting the transformer to the data and transforming the data based on the fitted transformer. The transformer shou... |
[
{
"role": "user",
"content": "You are working on a project to control a motor using a library called EPOS. The code snippet provided is a part of the Python script that interacts with the EPOS library. Your task is to complete the implementation of a function to close the EPOS motor and retrieve its current... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "Kendra tracks the different species of birds they spot on their birdwatching trip. On Monday they visited 5 sites and saw an average of 7 birds at each site. On Tuesday, Kendra visited 5 sites and saw an average of 5 birds at each site. On Wednesday visited 10 sites and saw an ... |
[
{
"role": "user",
"content": "You are working on a machine learning project and need to create a program to evaluate the performance of a random forest classifier on a dataset. The random forest classifier is trained on a set of features `X_train` and corresponding labels `y_train`, and then tested on a sep... |
[
{
"role": "user",
"content": "Solve for t: $3 \\cdot 3^t + \\sqrt{9 \\cdot 9^t} = 18$."
},
{
"role": "assistant",
"content": "We have $3 \\cdot 3^t + \\sqrt{9 \\cdot 9^t} = 18$.\nSince $9 = 3^2$, we can simplify the equation to $3 \\cdot 3^t + 3 \\cdot 3^t = 18$.\nCombining like terms, we get $6... |
[
{
"role": "user",
"content": "How long does it take to cook the radishes for and how can you tell when they are ready? Answer according to: Wash the radishes, trim the stems and roots and cut in half.\nHeat the butter and bacon grease in a skillet over medium heat. Add the radishes, tossing to coat in the b... |
[
{
"role": "user",
"content": "You are tasked with implementing a custom iterator class in C++ that iterates over a range of integers and provides the next value in the sequence when requested. The iterator should start at a specified initial value and increment by a given step size with each iteration. Your... |
[
{
"role": "user",
"content": "You are tasked with creating a Rust program that involves parsing and processing JSON data using the Serde library. Your goal is to define a data structure and implement a function to extract specific information from the JSON data.\n\nYou are given a JSON response from an API ... |
[
{
"role": "user",
"content": "A baker has 10 cheesecakes on the display while 15 more are still in the fridge. If the baker has sold 7 cheesecakes from the display, how many more cheesecakes are left to be sold?"
},
{
"role": "assistant",
"content": "The baker has 10 cheesecakes on the display a... |
[
{
"role": "user",
"content": "A certain kind of wild mushroom has either spots or gills, but never both. Gilled mushrooms are rare, with only one growing for every nine spotted mushrooms that grow. A fallen log had 30 mushrooms growing on its side. How many gilled mushrooms were on the fallen log’s side?"
... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "Are there any specific foods or nutrients to focus on to support heart health?"
},
{
"role": "assistant",
"content": "Yes, there are several specific foods and nutrients that can support heart health:\n\n1. Omega-3 fatty acids: These are found in fatty fish like sal... |
[
{
"role": "user",
"content": "If $y=\\frac{12x^4+4x^3+9x^2+5x+3}{3x^4+2x^3+8x^2+3x+1}$, at what value of $y$ will there be a horizontal asymptote?"
},
{
"role": "assistant",
"content": "To find the horizontal asymptote, we need to look at the degrees of the numerator and denominator.\nThe degree... |
[
{
"role": "user",
"content": "Build a fully functional web app with Flask that enables users to create, save, and share their personalized mood boards. The app should provide users with the ability to upload and add images, text, and colors to their boards easily. Additionally, include features that enable ... |
[
{
"role": "user",
"content": "Can you paraphrase the instructions for reporting bullying incidents and summarize the confidentiality policy? Answer according to: If you are a pupil suffering from bullying please go and see your form tutor. However, if you want to report it anonymously please complete this r... |
[
{
"role": "user",
"content": "Write a story about a person who becomes a vampire's assistant."
},
{
"role": "assistant",
"content": "Sophie had always been fascinated by the world of vampires. As a little girl, she had read every book on vampire mythology she could get her hands on. As she grew ... |
[
{
"role": "user",
"content": "You are tasked with creating a Rust module that handles the evaluation of mathematical expressions. The module should consist of several sub-modules and a public module. Your goal is to design and implement the structure of the module based on the given code snippet.\n\nYour ta... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are tasked with implementing a Python class that simulates a social media post. The class should have a method to update its state based on form data. The form data will be provided as a dictionary with keys representing different attributes of the post, such as \"title\", ... |
[
{
"role": "user",
"content": "You are tasked with implementing a custom hook for handling HTTP events in a React application. The hook, `useHttpEvent`, takes two parameters: `eventType` and `handler`. The `eventType` parameter represents the type of HTTP event to listen for, and the `handler` parameter is a... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
[
{
"role": "user",
"content": "You are working on a data processing application that involves manipulating and analyzing various variables. Your task is to implement a function that takes a list of variable names and their corresponding values, and then calculates the sum of the values for the variables that... |
[
{
"role": "user",
"content": "Jenny places a total of 18 red Easter eggs in several green baskets and a total of 24 orange Easter eggs in some blue baskets. Each basket contains the same number of eggs and there are at least 4 eggs in each basket. How many eggs did Jenny put in each basket?"
},
{
... |
[
{
"role": "user",
"content": "In what ways does folklore contribute to the preservation and transmission of cultural beliefs and practices, and how can literature be used as a means to represent and explore these aspects of folklore? Additionally, what are some common themes or motifs found in folklore acro... |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the function can be used, point it out. If the given questio... |
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Hy3 W4A16-MTP — Calibration Set
The exact 512-sample calibration blend used to GPTQ-quantize
canada-quant/hy3-w4a16-mtp
(a W4A16 quantization of tencent/Hy3).
Published for full reproducibility of the quantization pipeline.
Why a blend (not chat-only)
INT4 weight quantization degrades most on code and tool-call-shaped tokens. A chat-only calibration set (e.g. pure ultrachat) under-samples exactly the routed experts those tokens activate. This set deliberately over-weights code and includes math, so the GPTQ error statistics are collected on the distribution the model is most sensitive to.
Composition
512 records, chat format, ~2,048 tokens each. Actual mix used for the released artifact:
| Portion | Source | Notes |
|---|---|---|
| Code (~38%) | ise-uiuc/Magicoder-OSS-Instruct-75K |
largest slice |
| Math | openai/gsm8k + meta-math/MetaMathQA |
|
| Chat | HuggingFaceH4/ultrachat_200k |
inflated by the redistributed agentic budget (below) |
An agentic / tool-calling slice was intended (Salesforce/xLAM-function-calling-60k, with Team-ACE/ToolACE as fallback) but its source could not be loaded at calibration time; per the pipeline's redistribution rule, that budget was reassigned to ultrachat. The file here is the blend that actually produced the released weights — not the idealized recipe.
Format
{"messages": [{"role": "user", "content": "..."}, {"role": "assistant", "content": "..."}]}
One JSON object per line (calibration.jsonl). Apply the model's chat template before
tokenizing (the quantization pipeline does this via apply_chat_template).
How it was built
scripts/build_calibration_dataset.py in the companion repo
(canada-quant/hy3-w4a16-mtp); full audit
trail (including the agentic-slice fallback) in that repo's docs/RUNLOG.md.
Licensing & attribution
This is a small, transformative subset assembled from the public datasets listed above; each retains the license of its source. Please consult and comply with the upstream licenses (Magicoder-OSS-Instruct-75K, gsm8k, MetaMathQA, ultrachat_200k) for your use case. Credit for the underlying examples goes to those dataset authors. The blend/packaging is released under Apache-2.0.
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Models trained or fine-tuned on canada-quant/hy3-w4a16-mtp-calibration