Upload generation_test_hf_script.py
Browse files
generation_test_hf_script.py
CHANGED
@@ -27,15 +27,19 @@ def load_rag_benchmark_tester_ds():
|
|
27 |
|
28 |
def run_test(model_name, test_ds):
|
29 |
|
30 |
-
model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto",torch_dtype="auto",trust_remote_code=True)
|
31 |
-
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
|
32 |
-
|
33 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
34 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
35 |
for i, entries in enumerate(test_ds):
|
36 |
|
37 |
# prepare prompt packaging used in fine-tuning process
|
38 |
-
new_prompt = "<human>: " + entries["context"] + "\n" + entries["query"] + "\n" + "<bot>:"
|
39 |
|
40 |
inputs = tokenizer(new_prompt, return_tensors="pt")
|
41 |
start_of_output = len(inputs.input_ids[0])
|
@@ -63,7 +67,7 @@ def run_test(model_name, test_ds):
|
|
63 |
bot = output_only.find("<bot>:")
|
64 |
if bot > -1:
|
65 |
output_only = output_only[bot+len("<bot>:"):]
|
66 |
-
|
67 |
# end - post-processing
|
68 |
|
69 |
print("\n")
|
@@ -78,7 +82,6 @@ if __name__ == "__main__":
|
|
78 |
test_ds = load_rag_benchmark_tester_ds()
|
79 |
|
80 |
model_name = "llmware/dragon-yi-6b-v0"
|
81 |
-
|
82 |
output = run_test(model_name,test_ds)
|
83 |
|
84 |
|
|
|
27 |
|
28 |
def run_test(model_name, test_ds):
|
29 |
|
|
|
|
|
|
|
30 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
31 |
|
32 |
+
print("update: model will be loaded on device - ", device)
|
33 |
+
|
34 |
+
model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)
|
35 |
+
model.to(device)
|
36 |
+
|
37 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
|
38 |
+
|
39 |
for i, entries in enumerate(test_ds):
|
40 |
|
41 |
# prepare prompt packaging used in fine-tuning process
|
42 |
+
new_prompt = "<human>: " + entries["context"] + "\n" + entries["query"] + "\n" + "<bot>:"
|
43 |
|
44 |
inputs = tokenizer(new_prompt, return_tensors="pt")
|
45 |
start_of_output = len(inputs.input_ids[0])
|
|
|
67 |
bot = output_only.find("<bot>:")
|
68 |
if bot > -1:
|
69 |
output_only = output_only[bot+len("<bot>:"):]
|
70 |
+
|
71 |
# end - post-processing
|
72 |
|
73 |
print("\n")
|
|
|
82 |
test_ds = load_rag_benchmark_tester_ds()
|
83 |
|
84 |
model_name = "llmware/dragon-yi-6b-v0"
|
|
|
85 |
output = run_test(model_name,test_ds)
|
86 |
|
87 |
|