Support HELMET

evals/evaluation/HELMET/arguments.py

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+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+import argparse
+import ast
+import os
+
+import yaml
+
+
+def parse_arguments():
+    parser = argparse.ArgumentParser(description="evaluation on downstream tasks")
+    parser.add_argument("--config", type=str, default=None, help="path to config file")
+    parser.add_argument("--tag", type=str, default="eval", help="tag to add to the output file")
+
+    # model setting
+    parser.add_argument("--model_name_or_path", type=str, default=None)
+    parser.add_argument("--use_vllm", action="store_true", help="whether to use vllm engine")
+
+    # data paths
+    parser.add_argument("--datasets", type=str, default=None)
+    parser.add_argument("--demo_files", type=str, default=None)
+    parser.add_argument("--test_files", type=str, default=None)
+    parser.add_argument("--output_dir", type=str, default=None, help="path to save the predictions")
+    parser.add_argument("--overwrite", action="store_true", help="whether to the saved file")
+    parser.add_argument("--max_test_samples", type=int, default=None)
+    parser.add_argument("--num_workers", type=int, default=4)
+    parser.add_argument("--num_depths", type=int, default=10)
+
+    # dataset specific settings
+    parser.add_argument("--popularity_threshold", type=int, default=3)
+
+    # evaluation settings
+    parser.add_argument("--shots", type=int, default=5, help="total number of demos (encoder + decoder)")
+    parser.add_argument(
+        "--input_max_length",
+        type=str,
+        default="8192",
+        help="the maximum number of tokens of the input, we truncate the end of the context; can be separated by comma to match the specified datasets",
+    )
+
+    # generation settings
+    parser.add_argument(
+        "--do_sample",
+        type=ast.literal_eval,
+        choices=[True, False],
+        default=False,
+        help="whether to use sampling (false is greedy), overwrites temperature",
+    )
+    parser.add_argument(
+        "--generation_max_length",
+        type=str,
+        default="10",
+        help="max number of tokens to generate, can be separated by comma to match the specified datasets",
+    )
+    parser.add_argument("--generation_min_length", type=int, default=0, help="min number of tokens to generate")
+    parser.add_argument("--temperature", type=float, default=1.0, help="generation temperature")
+    parser.add_argument("--top_p", type=float, default=1.0, help="top-p parameter for nucleus sampling")
+    parser.add_argument(
+        "--stop_newline",
+        type=ast.literal_eval,
+        choices=[True, False],
+        default=False,
+        help="whether to stop generation at newline",
+    )
+
+    # model specific settings
+    parser.add_argument("--seed", type=int, default=42, help="random seed")
+    parser.add_argument("--no_cuda", action="store_true", help="disable cuda")
+    parser.add_argument("--no_bf16", action="store_true", help="disable bf16 and use fp32")
+    parser.add_argument("--no_torch_compile", action="store_true", help="disable cuda")
+    parser.add_argument(
+        "--use_chat_template",
+        type=ast.literal_eval,
+        choices=[True, False],
+        default=False,
+        help="whether to use chat template",
+    )
+    parser.add_argument("--rope_theta", type=int, default=None, help="override rope theta")
+
+    # misc
+    parser.add_argument("--debug", action="store_true", help="for debugging")
+    parser.add_argument(
+        "--count_tokens",
+        action="store_true",
+        help="instead of running generation, just count the number of tokens (only for HF models not API)",
+    )
+
+    args = parser.parse_args()
+    config = yaml.safe_load(open(args.config)) if args.config is not None else {}
+    parser.set_defaults(**config)
+    args = parser.parse_args()
+
+    if args.output_dir is None:
+        args.output_dir = f"output/{os.path.basename(args.model_name_or_path)}"
+
+    if args.rope_theta is not None:
+        args.output_dir = args.output_dir + f"-override-rope{args.rope_theta}"
+
+    return args

evals/evaluation/HELMET/configs/cite.yaml

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+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072
+datasets: alce_asqa_700,alce_qampari_700
+generation_max_length: 300,300
+test_files: data/alce/asqa_eval_gtr_top2000.json,data/alce/qampari_eval_gtr_top2000.json
+demo_files: prompts/asqa_revised.json,prompts/qampari_revised.json
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/cite_short.yaml

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+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536
+datasets: alce_asqa_30,alce_asqa_75,alce_asqa_165,alce_asqa_345,alce_qampari_30,alce_qampari_75,alce_qampari_165,alce_qampari_345
+generation_max_length: 300,300,300,300,300,300,300,300
+test_files: data/alce/asqa_eval_gtr_top2000.json,data/alce/asqa_eval_gtr_top2000.json,data/alce/asqa_eval_gtr_top2000.json,data/alce/asqa_eval_gtr_top2000.json,data/alce/qampari_eval_gtr_top2000.json,data/alce/qampari_eval_gtr_top2000.json,data/alce/qampari_eval_gtr_top2000.json,data/alce/qampari_eval_gtr_top2000.json
+demo_files: prompts/asqa_revised.json,prompts/asqa_revised.json,prompts/asqa_revised.json,prompts/asqa_revised.json,prompts/qampari_revised.json,prompts/qampari_revised.json,prompts/qampari_revised.json,prompts/qampari_revised.json
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/icl.yaml

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+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072,131072,131072,131072
+datasets: icl_trec_coarse_6600shot_balance,icl_trec_fine_6400shot_balance,icl_banking77_5900shot_balance,icl_clinic150_7050shot_balance,icl_nlu_8296shot_balance
+generation_max_length: 20,20,20,20,20
+test_files: ',,,,'
+demo_files: ',,,,'
+use_chat_template: false
+max_test_samples: 100
+shots: 0
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/icl_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
+datasets: icl_trec_coarse_400shot_balance,icl_trec_coarse_800shot_balance,icl_trec_coarse_1600shot_balance,icl_trec_coarse_3300shot_balance,icl_trec_fine_400shot_balance,icl_trec_fine_800shot_balance,icl_trec_fine_1600shot_balance,icl_trec_fine_3200shot_balance,icl_banking77_360shot_balance,icl_banking77_720shot_balance,icl_banking77_1450shot_balance,icl_banking77_2900shot_balance,icl_clinic150_440shot_balance,icl_clinic150_880shot_balance,icl_clinic150_1750shot_balance,icl_clinic150_3525shot_balance,icl_nlu_510shot_balance,icl_nlu_1020shot_balance,icl_nlu_2040shot_balance,icl_nlu_4080shot_balance
+generation_max_length: 20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20
+test_files: ',,,,,,,,,,,,,,,,,,,'
+demo_files: ',,,,,,,,,,,,,,,,,,,'
+use_chat_template: false
+max_test_samples: 100
+shots: 0
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/longqa.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072,131072
+datasets: narrativeqa_130772,infbench_qa_eng_130862,infbench_choice_eng_130862
+generation_max_length: 100,10,10
+test_files: ',,'
+demo_files: ',,'
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/longqa_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
+datasets: narrativeqa_7892,narrativeqa_16084,narrativeqa_32468,narrativeqa_65236,infbench_qa_eng_7982,infbench_qa_eng_16174,infbench_qa_eng_32558,infbench_qa_eng_65326,infbench_choice_eng_7982,infbench_choice_eng_16174,infbench_choice_eng_32558,infbench_choice_eng_65326
+generation_max_length: 100,100,100,100,10,10,10,10,10,10,10,10
+test_files: ',,,,,,,,,,,'
+demo_files: ',,,,,,,,,,,'
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/niah.yaml

@@ -0,0 +1,8 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072
+datasets: ruler_niah_s_2
+generation_max_length: 50
+test_files: data/ruler/niah_single_2/validation_131072.jsonl
+demo_files: ''

evals/evaluation/HELMET/configs/niah_long.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072,65536,131072
+datasets: ruler_niah_s_1,ruler_niah_s_1,ruler_niah_s_2,ruler_niah_s_2,ruler_niah_s_3,ruler_niah_s_3,ruler_niah_mk_1,ruler_niah_mk_1,ruler_niah_mk_2,ruler_niah_mk_2,ruler_niah_mk_3,ruler_niah_mk_3,ruler_niah_mq,ruler_niah_mq,ruler_niah_mv,ruler_niah_mv,ruler_cwe,ruler_cwe,ruler_fwe,ruler_fwe,ruler_vt,ruler_vt,ruler_qa_1,ruler_qa_1,ruler_qa_2,ruler_qa_2
+generation_max_length: 50,50,50,50,50,50,50,50,50,50,100,100,100,100,50,50,100,100,50,50,50,50,50,50,50,50
+test_files: data/ruler/niah_single_1/validation_65536.jsonl,data/ruler/niah_single_1/validation_131072.jsonl,data/ruler/niah_single_2/validation_65536.jsonl,data/ruler/niah_single_2/validation_131072.jsonl,data/ruler/niah_single_3/validation_65536.jsonl,data/ruler/niah_single_3/validation_131072.jsonl,data/ruler/niah_multikey_1/validation_65536.jsonl,data/ruler/niah_multikey_1/validation_131072.jsonl,data/ruler/niah_multikey_2/validation_65536.jsonl,data/ruler/niah_multikey_2/validation_131072.jsonl,data/ruler/niah_multikey_3/validation_65536.jsonl,data/ruler/niah_multikey_3/validation_131072.jsonl,data/ruler/niah_multiquery/validation_65536.jsonl,data/ruler/niah_multiquery/validation_131072.jsonl,data/ruler/niah_multivalue/validation_65536.jsonl,data/ruler/niah_multivalue/validation_131072.jsonl,data/ruler/cwe/validation_65536.jsonl,data/ruler/cwe/validation_131072.jsonl,data/ruler/few/validation_65536.jsonl,data/ruler/few/validation_131072.jsonl,data/ruler/vt/validation_65536.jsonl,data/ruler/vt/validation_131072.jsonl,data/ruler/qa_1/validation_65536.jsonl,data/ruler/qa_1/validation_131072.jsonl,data/ruler/qa_2/validation_65536.jsonl,data/ruler/qa_2/validation_131072.jsonl
+demo_files: ',,,,,,,,,,,,,,,,,,,,,,,,,'
+use_chat_template: false
+max_test_samples: 100
+shots: 0
+stop_new_line: false
+model_name_or_path: /scratch/gpfs/hyen/models/Meta-Llama-3.1-8B
+output_dir: output/Meta-Llama-3.1-8B

evals/evaluation/HELMET/configs/rag.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072,131072,131072
+datasets: kilt_nq,kilt_triviaqa,kilt_hotpotqa,kilt_popqa_3
+generation_max_length: 20,20,20,20
+test_files: data/kilt/nq-dev-multikilt_1000_k1000_dep6.jsonl,data/kilt/triviaqa-dev-multikilt_1000_k1000_dep6.jsonl,data/kilt/hotpotqa-dev-multikilt_1000_k1000_dep3.jsonl,data/kilt/popqa_test_1000_k1000_dep6.jsonl
+demo_files: data/kilt/nq-train-multikilt_1000_k3_dep6.jsonl,data/kilt/triviaqa-train-multikilt_1000_k3_dep6.jsonl,data/kilt/hotpotqa-train-multikilt_1000_k3_dep3.jsonl,data/kilt/popqa_test_1000_k3_dep6.jsonl
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/rag_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
+datasets: kilt_nq,kilt_nq,kilt_nq,kilt_nq,kilt_triviaqa,kilt_triviaqa,kilt_triviaqa,kilt_triviaqa,kilt_hotpotqa,kilt_hotpotqa,kilt_hotpotqa,kilt_hotpotqa,kilt_popqa_3,kilt_popqa_3,kilt_popqa_3,kilt_popqa_3
+generation_max_length: 20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20
+test_files: data/kilt/nq-dev-multikilt_1000_k50_dep6.jsonl,data/kilt/nq-dev-multikilt_1000_k105_dep6.jsonl,data/kilt/nq-dev-multikilt_1000_k220_dep6.jsonl,data/kilt/nq-dev-multikilt_1000_k440_dep6.jsonl,data/kilt/triviaqa-dev-multikilt_1000_k50_dep6.jsonl,data/kilt/triviaqa-dev-multikilt_1000_k105_dep6.jsonl,data/kilt/triviaqa-dev-multikilt_1000_k220_dep6.jsonl,data/kilt/triviaqa-dev-multikilt_1000_k440_dep6.jsonl,data/kilt/hotpotqa-dev-multikilt_1000_k50_dep3.jsonl,data/kilt/hotpotqa-dev-multikilt_1000_k105_dep3.jsonl,data/kilt/hotpotqa-dev-multikilt_1000_k220_dep3.jsonl,data/kilt/hotpotqa-dev-multikilt_1000_k440_dep3.jsonl,data/kilt/popqa_test_1000_k50_dep6.jsonl,data/kilt/popqa_test_1000_k105_dep6.jsonl,data/kilt/popqa_test_1000_k220_dep6.jsonl,data/kilt/popqa_test_1000_k440_dep6.jsonl
+demo_files: data/kilt/nq-train-multikilt_1000_k3_dep6.jsonl,data/kilt/nq-train-multikilt_1000_k3_dep6.jsonl,data/kilt/nq-train-multikilt_1000_k3_dep6.jsonl,data/kilt/nq-train-multikilt_1000_k3_dep6.jsonl,data/kilt/triviaqa-train-multikilt_1000_k3_dep6.jsonl,data/kilt/triviaqa-train-multikilt_1000_k3_dep6.jsonl,data/kilt/triviaqa-train-multikilt_1000_k3_dep6.jsonl,data/kilt/triviaqa-train-multikilt_1000_k3_dep6.jsonl,data/kilt/hotpotqa-train-multikilt_1000_k3_dep3.jsonl,data/kilt/hotpotqa-train-multikilt_1000_k3_dep3.jsonl,data/kilt/hotpotqa-train-multikilt_1000_k3_dep3.jsonl,data/kilt/hotpotqa-train-multikilt_1000_k3_dep3.jsonl,data/kilt/popqa_test_1000_k3_dep6.jsonl,data/kilt/popqa_test_1000_k3_dep6.jsonl,data/kilt/popqa_test_1000_k3_dep6.jsonl,data/kilt/popqa_test_1000_k3_dep6.jsonl
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/recall.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072,131072,131072
+datasets: ruler_niah_mk_2,ruler_niah_mk_3,ruler_niah_mv,json_kv
+generation_max_length: 50,100,50,100
+test_files: data/ruler/niah_multikey_2/validation_131072.jsonl,data/ruler/niah_multikey_3/validation_131072.jsonl,data/ruler/niah_multivalue/validation_131072.jsonl,data/json_kv/test_k1800_dep6.jsonl
+demo_files: ',,,'
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/recall_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
+datasets: ruler_niah_mk_2,ruler_niah_mk_2,ruler_niah_mk_2,ruler_niah_mk_2,ruler_niah_mk_3,ruler_niah_mk_3,ruler_niah_mk_3,ruler_niah_mk_3,ruler_niah_mv,ruler_niah_mv,ruler_niah_mv,ruler_niah_mv,json_kv,json_kv,json_kv,json_kv
+generation_max_length: 50,50,50,50,100,100,100,100,50,50,50,50,100,100,100,100
+test_files: data/ruler/niah_multikey_2/validation_8192.jsonl,data/ruler/niah_multikey_2/validation_16384.jsonl,data/ruler/niah_multikey_2/validation_32768.jsonl,data/ruler/niah_multikey_2/validation_65536.jsonl,data/ruler/niah_multikey_3/validation_8192.jsonl,data/ruler/niah_multikey_3/validation_16384.jsonl,data/ruler/niah_multikey_3/validation_32768.jsonl,data/ruler/niah_multikey_3/validation_65536.jsonl,data/ruler/niah_multivalue/validation_8192.jsonl,data/ruler/niah_multivalue/validation_16384.jsonl,data/ruler/niah_multivalue/validation_32768.jsonl,data/ruler/niah_multivalue/validation_65536.jsonl,data/json_kv/test_k105_dep6.jsonl,data/json_kv/test_k220_dep6.jsonl,data/json_kv/test_k440_dep6.jsonl,data/json_kv/test_k900_dep6.jsonl
+demo_files: ',,,,,,,,,,,,,,,'
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/rerank.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: '131072'
+datasets: msmarco_rerank_psg
+generation_max_length: '200'
+test_files: data/msmarco/test_reranking_data_k1000_dep3.jsonl
+demo_files: data/msmarco/test_reranking_data_k10_dep3.jsonl
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/rerank_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536
+datasets: msmarco_rerank_psg,msmarco_rerank_psg,msmarco_rerank_psg,msmarco_rerank_psg
+generation_max_length: 200,200,200,200
+test_files: data/msmarco/test_reranking_data_k50_dep3.jsonl,data/msmarco/test_reranking_data_k130_dep3.jsonl,data/msmarco/test_reranking_data_k285_dep3.jsonl,data/msmarco/test_reranking_data_k600_dep3.jsonl
+demo_files: data/msmarco/test_reranking_data_k10_dep3.jsonl,data/msmarco/test_reranking_data_k10_dep3.jsonl,data/msmarco/test_reranking_data_k10_dep3.jsonl,data/msmarco/test_reranking_data_k10_dep3.jsonl
+use_chat_template: false
+max_test_samples: 100
+shots: 2
+stop_new_line: true
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/summ.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 131072,131072
+datasets: infbench_sum_eng_129672,multi_lexsum_130372
+generation_max_length: 1200,400
+test_files: ','
+demo_files: ','
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct

evals/evaluation/HELMET/configs/summ_short.yaml

@@ -0,0 +1,14 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536
+datasets: infbench_sum_eng_6792,infbench_sum_eng_14984,infbench_sum_eng_31368,infbench_sum_eng_64136,multi_lexsum_7492,multi_lexsum_15684,multi_lexsum_32068,multi_lexsum_64836
+generation_max_length: 1200,1200,1200,1200,400,400,400,400
+test_files: ',,,,,,,'
+demo_files: ',,,,,,,'
+use_chat_template: true
+max_test_samples: 100
+shots: 2
+stop_new_line: false
+model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
+output_dir: output/Llama-3.2-1B-Instruct