messages listlengths 2 4 |
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[
{
"role": "user",
"content": "how do I install the mamba-ssm library without any errors?"
},
{
"role": "assistant",
"content": "The easiest and most reliable way of installing the mamba-ssm library is to install the library via pypi:\n\n```pip install mamba-ssm[causal-conv1d]```\n\nLet me know i... |
[
{
"role": "user",
"content": "remake this in ptxas for an L40S:\n\n```\n#include <torch/all.h>\n#include <ATen/cuda/CUDAContext.h>\n#include <c10/cuda/CUDAGuard.h>\n\n#include \"cuda_compat.h\"\n#include \"dispatch_utils.h\"\n\nnamespace vllm {\n\ntemplate <typename scalar_t, bool IS_NEOX>\ninline __device_... |
[
{
"role": "user",
"content": "make a simple web endpoint in x86_64 assembly on port 8000 which return \"hello world\" if localhost:8000/test is curled"
},
{
"role": "assistant",
"content": "Here is a Linux x86_64 NASM program that listens on port 8000 and returns hello world when you run:\n\n```... |
[
{
"role": "user",
"content": "make a kernel for conv2d in armv9-a assembly for fp32"
},
{
"role": "assistant",
"content": "Below is a practical Armv9-A AArch64 FP32 conv2d microkernel using Advanced SIMD (NEON) + FMLA.\n\n\n```asm\n\n// AArch64 / Armv9-A\n// GNU as / clang integrated assembler s... |
[
{
"role": "user",
"content": "rewrite my code to run faster:\n\nimport torch\nimport numpy as np\nfrom torch import tensor\nfrom typing import Union, List, Tuple, Dict\nimport warnings\n\nimport torch\nfrom torch import tensor, nn, Tensor\nfrom torch.types import Device\nimport torch.distributed as dist\n\n... |
[
{
"role": "user",
"content": "what is the de-quantization logic in llama.cpp?"
},
{
"role": "assistant",
"content": "the following is the code for the de-quantization logic for llama.cpp:\n\n```cpp\n\n// Dequant functions\nstatic __device__ __forceinline__ void dequantize_q4_0(const void * vx, c... |
[
{
"role": "user",
"content": "How does vLLM implement MLA on B200's?"
},
{
"role": "assistant",
"content": "The following code is the vLLM implementation of MLA on B200's as of 04/12/2026:\n\nrepository structure:\n\n```\ncutlass_sm100_mla/\n device/\n sm100_mla.hpp\n\n kernel/\n sm100_f... |
[
{
"role": "user",
"content": "implement a highly efficient selective scan for mamba state space models"
},
{
"role": "assistant",
"content": "Below is a highly efficient implementation of a selective scan for mamba-ssm:\n\nrepository structure:\n\n```\nmamba_ssm/\n selective_scan.h\n selective... |
[
{
"role": "user",
"content": "what is the project structure of megatron-lm?"
},
{
"role": "assistant",
"content": "Megatron-LM has the following project strucutre:\n\n```\nMegatron-LM/\n├── megatron/\n│ ├── core/ # Megatron Core (kernels, parallelism, building blocks)\n│ │... |
[
{
"role": "user",
"content": "What is your name?"
},
{
"role": "assistant",
"content": "My name is Iapetus, an assistant made by Kronos Labs."
},
{
"role": "user",
"content": "What is Kronos Labs?"
},
{
"role": "assistant",
"content": "Kronos Labs is a company founded in ... |
[
{
"role": "user",
"content": "Where can I learn more about Kronos Labs?"
},
{
"role": "assistant",
"content": "You can learn more about Kronos Labs through the official Kronos Labs website: https://kronoslabs.org/\n\nIs there anything else I can assist you with today?"
}
] |
[
{
"role": "user",
"content": "write a highly optimized training script using Megatron-LM with 4, L40S gpu's to pretrain Llama3-1B on allenai/c4"
},
{
"role": "assistant",
"content": "I assume your referring Llama 3.2 1B when stating \"Llama3-1B\". \n\nBelow is a single-node Megatron-LM recipe tu... |
[
{
"role": "user",
"content": "remake the Megatron-LM launcher in slurm:\n\n#!/usr/bin/env bash\nset -euo pipefail\n\n###############################################################################\n# Megatron-LM FP8 pretraining recipe for:\n# - 4x NVIDIA L40S (single node)\n# - Llama 3.2 1B-style archit... |
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