borzunov commited on
Commit
eaba8f8
1 Parent(s): bd1b5f2

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +36 -0
README.md ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # BLOOM, a version for Petals
2
+
3
+ This model is a version of [bigscience/bloom-7b1](https://huggingface.co/bigscience/bloom-7b1)
4
+ post-processed to be run at home using the [Petals](https://github.com/bigscience-workshop/petals#readme) swarm.
5
+
6
+ **Note:** Petals is developed to run 100B+ models
7
+ like the [full-scale BLOOM](https://huggingface.co/bigscience/bloom-petals) or [BLOOMZ](https://huggingface.co/bigscience/bloomz-petals).
8
+ This model is provided for testing purposes only. It may be more efficient to run the original version of it locally.
9
+
10
+ Please check out:
11
+
12
+ - The [original model card](https://huggingface.co/bigscience/bloom-7b1)
13
+ to learn about the model's capabilities, specifications, and terms of use.
14
+ - The [Petals repository](https://github.com/bigscience-workshop/petals#readme)
15
+ to learn how to install Petals and run this model over the Petals swarm.
16
+
17
+ We provide minimal code examples below.
18
+
19
+ ## Using the model
20
+
21
+ ```python
22
+ from petals import DistributedBloomForCausalLM
23
+
24
+ model = DistributedBloomForCausalLM.from_pretrained("bigscience/bloom-7b1-petals")
25
+ # Embeddings & prompts are on your device, BLOOM blocks are distributed across the Internet
26
+
27
+ inputs = tokenizer("A cat sat", return_tensors="pt")["input_ids"]
28
+ outputs = model.generate(inputs, max_new_tokens=5)
29
+ print(tokenizer.decode(outputs[0])) # A cat sat on a mat...
30
+ ```
31
+
32
+ ## Serving the model blocks
33
+
34
+ ```bash
35
+ python -m petals.cli.run_server bigscience/bloom-7b1-petals
36
+ ```