Llamafile Benchmark - OpenBenchmarking.org

Mozilla's Llamafile allows distributing and running large language models (LLMs) as a single file. Llamafile aims to make open-source LLMs more accessible to developers and users. Llamafile supports a variety of models, CPUs and GPUs, and other options.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark llamafile.

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
Data updated weekly as of 22 June 2024.

Revision History

pts/llamafile-1.2.0 [View Source] Sun, 02 Jun 2024 10:40:47 GMT
Update against Llamafile 0.8.6 upstream.

pts/llamafile-1.1.0 [View Source] Wed, 03 Apr 2024 14:32:58 GMT
Update against Llamafile 0.7.

pts/llamafile-1.0.0 [View Source] Fri, 19 Jan 2024 19:08:42 GMT
Initial commit.

Performance Metrics

Llamafile 0.8.6

Test: mistral-7b-instruct-v0.2.Q5_K_M - Acceleration: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 38 public results since 2 June 2024 with the latest data as of 19 June 2024.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component

Percentile Rank

# Compatible Public Results

Tokens Per Second (Average)

AMD EPYC 9754 128-Core

96th

30.8 ^{+/- 0.2}

AMD Ryzen Threadripper 7980X 64-Cores

86th

22.1 ^{+/- 0.1}

Mid-Tier

75th

< 13.2

Intel Core i9-14900K

65th

12.6 ^{+/- 0.1}

Intel Core i9-10980XE

62nd

12.6 ^{+/- 1.2}

AMD Ryzen 9 7950X 16-Core

59th

12.3 ^{+/- 0.2}

Median

50th

12.1

AMD Ryzen 7 7840U

25th

10.8

Low-Tier

25th

< 10.8

Intel Core i7-1185G7

15th

6.5

AMD EPYC 7551 32-Core

7th

5.5 ^{+/- 0.3}

Based on OpenBenchmarking.org data, the selected test / test configuration (Llamafile 0.8.6 - Test: mistral-7b-instruct-v0.2.Q5_K_M - Acceleration: CPU) has an average run-time of 4 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

6.1.79-Unraid + Ubuntu 20.04.4 LTS Tests 1 System - 5 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
6.1.79-Unraid + Ubuntu 20.04.4 LTS Tests 1 System - 9 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
Ubuntu 20.04.4 LTS Benchmarks 1 System - 9 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
june juny 3 Systems - 91 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.2
2024 Server CPUs 22 Systems - 263 Benchmark Results	Intel Xeon 6780E - Quanta Cloud QuantaGrid D55Q-2U S7Q-MB-MPS-MDP - Intel Ice Lake IEH Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0
dkd 3 Systems - 52 Benchmark Results	AMD Ryzen 7 7840U - Framework Laptop 13 - AMD Device 14e8 Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
ai tigerlake 3 Systems - 4 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
old epyc ai 3 Systems - 9 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0
slsls 3 Systems - 9 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
kdkdk 5 Systems - 9 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
ai ai ai 5 Systems - 9 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-060800-generic - GNOME Shell 46.0
lll 2 Systems - 33 Benchmark Results	AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
lll 2 Systems - 33 Benchmark Results	AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
4 1 System - 1 Benchmark Result	AMD EPYC 9754 128-Core - Supermicro H13SSH v1.01 - AMD Device 14a4 Ubuntu 22.04 - 5.15.0-107-generic - Xfce
Intel Core i7-12700H Benchmarks 1 System - 9 Benchmark Results	Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.9

june juny 3 Systems - 91 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.2
old epyc ai 3 Systems - 9 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0
lll 2 Systems - 33 Benchmark Results	AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
ai ai ai 5 Systems - 9 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-060800-generic - GNOME Shell 46.0
lll 2 Systems - 33 Benchmark Results	AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
dkd 3 Systems - 52 Benchmark Results	AMD Ryzen 7 7840U - Framework Laptop 13 - AMD Device 14e8 Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
slsls 3 Systems - 9 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
kdkdk 5 Systems - 9 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
ai tigerlake 3 Systems - 4 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
old epyc ai 3 Systems - 9 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0
Ubuntu 20.04.4 LTS Benchmarks 1 System - 9 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
6.1.79-Unraid + Ubuntu 20.04.4 LTS Tests 1 System - 9 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
6.1.79-Unraid + Ubuntu 20.04.4 LTS Tests 1 System - 5 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ProArt X570-CREATOR WIFI - 64GB Ubuntu 20.04.4 LTS - 6.1.79-Unraid - NVIDIA
Desktop Mid 2024 Featured Processor Comparison	AMD Ryzen 5 8600G - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0

Llamafile

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Performance Metrics

Llamafile 0.8.6

Test: mistral-7b-instruct-v0.2.Q5_K_M - Acceleration: CPU

Tested CPU Architectures

Recent Test Results

Most Popular Test Results