Duplicate from mmpr/open_model_evolution_data
Browse filesCo-authored-by: Emily Chen <emsesc@users.noreply.huggingface.co>
- .gitattributes +59 -0
- README.md +28 -0
- all_downloads_with_annotations.parquet +3 -0
- one_year_rolling.parquet +3 -0
.gitattributes
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.lz4 filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.mds filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
# Audio files - uncompressed
|
| 39 |
+
*.pcm filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
*.sam filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
*.raw filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
# Audio files - compressed
|
| 43 |
+
*.aac filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
*.flac filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
*.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
*.ogg filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
*.wav filter=lfs diff=lfs merge=lfs -text
|
| 48 |
+
# Image files - uncompressed
|
| 49 |
+
*.bmp filter=lfs diff=lfs merge=lfs -text
|
| 50 |
+
*.gif filter=lfs diff=lfs merge=lfs -text
|
| 51 |
+
*.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
+
*.tiff filter=lfs diff=lfs merge=lfs -text
|
| 53 |
+
# Image files - compressed
|
| 54 |
+
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
+
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 57 |
+
# Video files - compressed
|
| 58 |
+
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
+
*.webm filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
task_categories:
|
| 3 |
+
- OTHER
|
| 4 |
+
language:
|
| 5 |
+
- en
|
| 6 |
+
tags:
|
| 7 |
+
- model-hub
|
| 8 |
+
- ai-ecosystem
|
| 9 |
+
- data-analysis
|
| 10 |
+
- ai-ethics
|
| 11 |
+
- research
|
| 12 |
+
- economics
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem
|
| 16 |
+
|
| 17 |
+
This dataset, released in conjunction with the paper [Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem](https://huggingface.co/papers/2512.03073), provides a rigorous examination of concentration dynamics and evolving characteristics in the open model economy.
|
| 18 |
+
|
| 19 |
+
It compiles a history of weekly model downloads (February 2025-Present) alongside detailed model metadata from the Hugging Face Model Hub. The dataset encompasses 851,000 models, over 200 aggregated attributes per model, and 2.2 billion downloads. The data is compiled from these [weekly snapshots](https://huggingface.co/datasets/hfmlsoc/hub_weekly_snapshots) and updated daily from [this dataset](https://huggingface.co/datasets/cfahlgren1/hub-stats). `all_downloads_with_annotations.parquet` contains all downloads and `one_year_rolling.parquet` counts only downloads up to one year from model creation.
|
| 20 |
+
|
| 21 |
+
Researchers can leverage this dataset to analyze:
|
| 22 |
+
- The fundamental rebalancing of economic power in open-weight AI.
|
| 23 |
+
- Statistically significant shifts in model properties, such as increases in average model size, growth in multimodal generation, quantization, and mixture-of-experts architectures.
|
| 24 |
+
- Trends in data transparency and the emergence of developer intermediaries.
|
| 25 |
+
|
| 26 |
+
The project also features an interactive dashboard for real-time monitoring of these dynamics.
|
| 27 |
+
|
| 28 |
+
**Project Page:** [https://huggingface.co/spaces/economies-open-ai/open-model-evolution](https://huggingface.co/spaces/economies-open-ai/open-model-evolution)
|
all_downloads_with_annotations.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5acc6d258b1484f24f38fe47676737aa43cf5eec95e8f96e46f92726ab28d511
|
| 3 |
+
size 7731866
|
one_year_rolling.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:583ee9c7c35f71eb9f173701a3b26a8645e52cdf623d7b451cdb3ff7dc89e762
|
| 3 |
+
size 661455
|