Add instructions for inference (#1)
Browse files- Add instructions for inference (f90087607f1617a077af3f2d5ada2f8e7839be99)
Co-authored-by: Luciano Santa Brígida <lucianosb@users.noreply.huggingface.co>
README.md
CHANGED
@@ -31,11 +31,32 @@ To download a model with a specific revision run
|
|
31 |
```python
|
32 |
from transformers import AutoModelForCausalLM
|
33 |
|
34 |
-
model = AutoModelForCausalLM.from_pretrained("nomic-ai/gpt4all-falcon")
|
35 |
```
|
36 |
|
37 |
Downloading without specifying `revision` defaults to `main`/`v1.0`.
|
38 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
39 |
### Model Sources [optional]
|
40 |
|
41 |
<!-- Provide the basic links for the model. -->
|
|
|
31 |
```python
|
32 |
from transformers import AutoModelForCausalLM
|
33 |
|
34 |
+
model = AutoModelForCausalLM.from_pretrained("nomic-ai/gpt4all-falcon", trust_remote_code=True)
|
35 |
```
|
36 |
|
37 |
Downloading without specifying `revision` defaults to `main`/`v1.0`.
|
38 |
|
39 |
+
To use it for inference with Cuda, run
|
40 |
+
|
41 |
+
```python
|
42 |
+
from transformers import AutoTokenizer, pipeline
|
43 |
+
import transformers
|
44 |
+
import torch
|
45 |
+
|
46 |
+
tokenizer = AutoTokenizer.from_pretrained(model_path, use_fast=False)
|
47 |
+
model.to("cuda:0")
|
48 |
+
|
49 |
+
prompt = "Describe a painting of a falcon in a very detailed way." # Change this to your prompt
|
50 |
+
prompt_template = f"### Instruction: {prompt}\n### Response:"
|
51 |
+
|
52 |
+
tokens = tokenizer(prompt_template, return_tensors="pt").input_ids.to("cuda:0")
|
53 |
+
output = model.generate(input_ids=tokens, max_new_tokens=256, do_sample=True, temperature=0.8)
|
54 |
+
|
55 |
+
# Print the generated text
|
56 |
+
print(tokenizer.decode(output[0]))
|
57 |
+
```
|
58 |
+
|
59 |
+
|
60 |
### Model Sources [optional]
|
61 |
|
62 |
<!-- Provide the basic links for the model. -->
|