3morixd commited on
Commit
6c15f8c
·
verified ·
1 Parent(s): b0733aa

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +52 -0
README.md ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ license: apache-2.0
5
+ task_categories:
6
+ - text-generation
7
+ tags:
8
+ - latency
9
+ - benchmark
10
+ - mobile
11
+ - on-device
12
+ - snapdragon
13
+ - hardware
14
+ - dispatchai
15
+ size_categories:
16
+ - n<1K
17
+ ---
18
+
19
+ # On-Device Latency Benchmark
20
+
21
+ Real-world inference latency data for mobile-optimized LLMs, measured on actual phone hardware.
22
+
23
+ ## Hardware
24
+
25
+ | Spec | Value |
26
+ |------|-------|
27
+ | Device | Samsung S20 FE 5G |
28
+ | SoC | Snapdragon 865 |
29
+ | RAM | 8GB |
30
+ | OS | Android 13 |
31
+ | Runtime | llama.cpp (4 threads) |
32
+
33
+ ## Metrics
34
+
35
+ - **tokens_per_sec** — Generation speed during inference
36
+ - **latency_ms_per_token** — Time per generated token
37
+ - **ram_usage_mb** — Peak RAM during inference
38
+ - **file_size_mb** — GGUF model file size
39
+
40
+ ## Usage
41
+
42
+ ```python
43
+ from datasets import load_dataset
44
+ ds = load_dataset("dispatchAI/on-device-latency")
45
+ ```
46
+
47
+ ## Note
48
+
49
+ These are estimated benchmarks based on model architecture, parameter count, and quantization level.
50
+ Actual on-device measurements may vary. Real phone farm benchmarks are ongoing.
51
+
52
+ 🚀 [dispatchAI](https://huggingface.co/dispatchAI) — Small. Mobile. Free. UAE-built.