Upload generation_test_llmware_script.py
Browse files
generation_test_llmware_script.py
CHANGED
@@ -11,7 +11,7 @@ def load_rag_benchmark_tester_ds():
|
|
11 |
|
12 |
dataset = load_dataset(ds_name)
|
13 |
|
14 |
-
print("update: loading test dataset - ", dataset)
|
15 |
|
16 |
test_set = []
|
17 |
for i, samples in enumerate(dataset["train"]):
|
@@ -25,9 +25,10 @@ def load_rag_benchmark_tester_ds():
|
|
25 |
|
26 |
def run_test(model_name, prompt_list):
|
27 |
|
28 |
-
print("\nupdate: Starting RAG Benchmark Inference Test")
|
29 |
|
30 |
-
|
|
|
31 |
|
32 |
for i, entries in enumerate(prompt_list):
|
33 |
|
@@ -36,21 +37,25 @@ def run_test(model_name, prompt_list):
|
|
36 |
|
37 |
response = prompter.prompt_main(prompt,context=context,prompt_name="default_with_context", temperature=0.3)
|
38 |
|
|
|
|
|
|
|
39 |
fc = prompter.evidence_check_numbers(response)
|
40 |
sc = prompter.evidence_comparison_stats(response)
|
41 |
sr = prompter.evidence_check_sources(response)
|
42 |
|
43 |
-
print("\
|
44 |
-
print("update: gold_answer - ", i, entries["answer"])
|
45 |
|
46 |
for entries in fc:
|
47 |
-
|
|
|
48 |
|
49 |
for entries in sc:
|
50 |
print("update: comparison stats - ", entries["comparison_stats"])
|
51 |
|
52 |
for entries in sr:
|
53 |
-
|
|
|
54 |
|
55 |
return 0
|
56 |
|
@@ -59,6 +64,7 @@ if __name__ == "__main__":
|
|
59 |
|
60 |
core_test_set = load_rag_benchmark_tester_ds()
|
61 |
|
62 |
-
|
63 |
-
|
64 |
-
|
|
|
|
11 |
|
12 |
dataset = load_dataset(ds_name)
|
13 |
|
14 |
+
print("update: loading RAG Benchmark test dataset - ", dataset)
|
15 |
|
16 |
test_set = []
|
17 |
for i, samples in enumerate(dataset["train"]):
|
|
|
25 |
|
26 |
def run_test(model_name, prompt_list):
|
27 |
|
28 |
+
print("\nupdate: Starting RAG Benchmark Inference Test - ", model_name)
|
29 |
|
30 |
+
# pull DRAGON / BLING model directly from catalog, e.g., no from_hf=True
|
31 |
+
prompter = Prompt().load_model(model_name)
|
32 |
|
33 |
for i, entries in enumerate(prompt_list):
|
34 |
|
|
|
37 |
|
38 |
response = prompter.prompt_main(prompt,context=context,prompt_name="default_with_context", temperature=0.3)
|
39 |
|
40 |
+
print("\nupdate: model inference output - ", i, response["llm_response"])
|
41 |
+
print("update: gold_answer - ", i, entries["answer"])
|
42 |
+
|
43 |
fc = prompter.evidence_check_numbers(response)
|
44 |
sc = prompter.evidence_comparison_stats(response)
|
45 |
sr = prompter.evidence_check_sources(response)
|
46 |
|
47 |
+
print("\nFact-Checking Tools")
|
|
|
48 |
|
49 |
for entries in fc:
|
50 |
+
for f, facts in enumerate(entries["fact_check"]):
|
51 |
+
print("update: fact check - ", f, facts)
|
52 |
|
53 |
for entries in sc:
|
54 |
print("update: comparison stats - ", entries["comparison_stats"])
|
55 |
|
56 |
for entries in sr:
|
57 |
+
for s, sources in enumerate(entries["source_review"]):
|
58 |
+
print("update: sources - ", s, sources)
|
59 |
|
60 |
return 0
|
61 |
|
|
|
64 |
|
65 |
core_test_set = load_rag_benchmark_tester_ds()
|
66 |
|
67 |
+
# one of the 7 gpu dragon models
|
68 |
+
gpu_model_name = "llmware/dragon-llama-7b-v0"
|
69 |
+
|
70 |
+
output = run_test(gpu_model_name, core_test_set)
|