QuantaSparkLabs commited on
Commit
644b6c7
·
verified ·
1 Parent(s): 1dd8b8c

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +117 -53
README.md CHANGED
@@ -9,98 +9,162 @@ pinned: false
9
  license: mit
10
  ---
11
 
12
- # TinyModels 🤏⚡
 
 
 
 
13
 
14
  <p align="center">
15
- <img
16
- src="https://huggingface.co/spaces/TinyModels/README/Resolve/main/Com logo.png"
17
- width="1000"
18
- />
 
 
19
  </p>
20
 
21
- <div align="center">
22
 
23
- ![TinyModels](https://img.shields.io/badge/TinyModels-Small_but_Powerful-blueviolet?style=for-the-badge)
24
- ![HuggingFace](https://img.shields.io/badge/🤗_HuggingFace-TinyModels-yellow?style=for-the-badge)
25
- ![License](https://img.shields.io/badge/License-Open_Source-brightgreen?style=for-the-badge)
26
- ![Community](https://img.shields.io/badge/Community-Open_to_All-brightgreen?style=for-the-badge)
27
 
28
- ### *Big intelligence. Tiny Parameters.*
 
 
29
 
30
- We build **small, fast, production-ready models** that punch way above their weight.
31
- No bloat. No nonsense. Just models that work — on your laptop, your phone, your API.
 
 
 
32
 
33
  </div>
34
 
35
  ---
36
 
37
- ## 🧠 Philosophy
 
 
38
 
39
- > Most AI labs race to make models bigger.
40
- > We race to make them **smaller without losing what matters.**
41
 
42
- Every model we ship follows three rules:
43
 
44
- ```
45
- 1. Fits on a free GPU → deployable by anyone
46
- 2. Beats models twice its size → efficiency over parameters
47
- 3. Ships with clean docs → actually usable in production
48
- ```
49
 
50
- ---
 
 
 
 
51
 
52
- ## Why Tiny?
53
 
54
- | | Big Models | TinyModels |
55
- |---|---|---|
56
- | **Cost** | $$$ per inference | Free / near-free |
57
- | **Latency** | 500ms–2s | 20–80ms |
58
- | **Deployment** | Needs A100 | Runs on T4, CPU, phone |
59
- | **Accessibility** | Labs only | Everyone |
60
- | **Carbon** | 🔥 High | 🌱 Low |
61
 
62
  ---
63
 
64
- ## 🤝 Open to Everyone
 
 
 
 
 
 
 
 
 
 
 
 
65
 
66
- TinyModels is a **free, open community** — anyone can join, contribute models, datasets, or ideas.
67
 
68
- No gatekeeping. No paywalls. Just good models, open to all.
69
 
70
- > 👉 **Want to contribute?** Follow the org and reach out!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
71
 
72
  ---
73
 
74
- ## 🛠️ Built With
 
 
 
 
 
 
 
 
 
 
75
 
76
- ![PyTorch](https://img.shields.io/badge/PyTorch-EE4C2C?style=flat&logo=pytorch&logoColor=white)
77
- ![HuggingFace](https://img.shields.io/badge/Transformers-FFD21E?style=flat&logo=huggingface&logoColor=black)
78
- ![DeBERTa](https://img.shields.io/badge/DeBERTa-v3-blue?style=flat)
79
- ![Python](https://img.shields.io/badge/Python-3776AB?style=flat&logo=python&logoColor=white)
80
 
81
- Every model is trained on **Google Colab free tier** to prove it doesn't take a supercomputer to build something great.
 
 
82
 
83
  ---
84
 
85
- ## 🚀 Quick Start
86
 
87
- All TinyModels work the same way:
 
 
 
 
 
88
 
89
- ```bash
90
- pip install transformers torch sentencepiece huggingface_hub
91
- ```
92
 
93
- ```python
94
- from huggingface_hub import hf_hub_download
95
- # Load any model in minutes see individual model cards for full usage
96
- ```
 
 
 
97
 
98
  ---
99
 
100
  <div align="center">
101
 
102
- Built with ❤️ by the community · Free forever · Open to all
 
 
 
 
103
 
104
- *Tiny models. Huge ambitions.*
105
 
106
- </div>
 
9
  license: mit
10
  ---
11
 
12
+ <p align="center">
13
+
14
+ <img src="https://readme-typing-svg.demolab.com?font=Space+Grotesk&weight=700&size=27&pause=3500&color=8B5CF6&center=true&vCenter=true&width=720&lines=TinyModels;Small+Models.+Big+Ideas.;Built+to+Stay+Tiny." />
15
+
16
+ </p>
17
 
18
  <p align="center">
19
+
20
+ <img
21
+ src="https://huggingface.co/spaces/TinyModels/README/resolve/main/Com%20logo.png"
22
+ width="1000"
23
+ />
24
+
25
  </p>
26
 
27
+ <p align="center">
28
 
29
+ <img src="https://img.shields.io/badge/Open-Source-06B6D4?style=for-the-badge">
30
+ <img src="https://img.shields.io/badge/Small-Models-8B5CF6?style=for-the-badge">
31
+ <img src="https://img.shields.io/badge/Built%20With-HuggingFace-FFD21E?style=for-the-badge">
 
32
 
33
+ </p>
34
+
35
+ ---
36
 
37
+ <div align="center">
38
+
39
+ ### Small enough to fit anywhere.
40
+
41
+ Building compact AI that stays practical, accessible, and enjoyable to experiment with.
42
 
43
  </div>
44
 
45
  ---
46
 
47
+ # The Idea
48
+
49
+ <div align="center">
50
 
51
+ <table width="92%">
 
52
 
53
+ <tr>
54
 
55
+ <td align="center">
 
 
 
 
56
 
57
+ ## Bigger is one direction.
58
+
59
+ TinyModels explores another.
60
+
61
+ Instead of chasing billions of parameters, we explore what careful training, efficient architectures, and thoughtful engineering can accomplish at a much smaller scale.
62
 
63
+ Every release is another experiment.
64
 
65
+ </td>
66
+
67
+ </tr>
68
+
69
+ </table>
70
+
71
+ </div>
72
 
73
  ---
74
 
75
+ <div align="center">
76
+
77
+ <table>
78
+
79
+ <tr>
80
+
81
+ <td width="33%" align="center">
82
+
83
+ <h3>Fast</h3>
84
+
85
+ Starts quickly.
86
+
87
+ Runs almost anywhere.
88
 
89
+ </td>
90
 
91
+ <td width="33%" align="center">
92
 
93
+ <h3>Lightweight</h3>
94
+
95
+ Millions of parameters.
96
+
97
+ Not billions.
98
+
99
+ </td>
100
+
101
+ <td width="33%" align="center">
102
+
103
+ <h3>Experimental</h3>
104
+
105
+ Every model explores a different idea.
106
+
107
+ </td>
108
+
109
+ </tr>
110
+
111
+ </table>
112
+
113
+ </div>
114
 
115
  ---
116
 
117
+ <p align="center">
118
+
119
+ <img width="100%" src="https://capsule-render.vercel.app/api?type=rect&height=2&color=8B5CF6"/>
120
+
121
+ </p>
122
+
123
+ # Built Around
124
+
125
+ <div align="center">
126
+
127
+ PyTorch • Transformers • PEFT • Datasets • Google Colab
128
 
129
+ </div>
130
+
131
+ <br>
 
132
 
133
+ TinyModels exists to show that useful AI doesn't require enormous infrastructure.
134
+
135
+ Most projects are trained using freely available hardware, with an emphasis on reproducibility and accessibility.
136
 
137
  ---
138
 
139
+ # Principles
140
 
141
+ ```text
142
+ ✓ Small enough to run almost anywhere
143
+ ✓ Easy to understand
144
+ ✓ Open to experimentation
145
+ ✓ Built in public
146
+ ````
147
 
148
+ ---
 
 
149
 
150
+ # Community
151
+
152
+ TinyModels is an open place for people who enjoy building efficient AI.
153
+
154
+ Whether you're training your first model or experimenting with new ideas, you're welcome here.
155
+
156
+ Ideas, discussions, datasets, benchmarks, and contributions are always encouraged.
157
 
158
  ---
159
 
160
  <div align="center">
161
 
162
+ <img src="https://readme-typing-svg.demolab.com?font=JetBrains+Mono&size=16&duration=4500&pause=100000&color=7C3AED&center=true&vCenter=true&width=500&lines=Small+models.+Curious+minds.+Infinite+experiments." />
163
+
164
+ </div>
165
+
166
+ <p align="center">
167
 
168
+ <img src="https://capsule-render.vercel.app/api?type=waving&height=120&color=0:7C3AED,100:06B6D4&section=footer"/>
169
 
170
+ </p>