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* Support HELMET

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* Support Longbench  (#179)

* add longbench

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---------

Signed-off-by: Xinyao Wang <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Howard Yen <[email protected]>

* Support HELMET

Signed-off-by: Howard Yen <[email protected]>

* fix error messages

Signed-off-by: Howard Yen <[email protected]>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* update alce

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* update spelling

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---------

Signed-off-by: Howard Yen <[email protected]>
Signed-off-by: Xinyao Wang <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: XinyaoWa <[email protected]>
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506 changes: 506 additions & 0 deletions evals/evaluation/HELMET/README.md

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100 changes: 100 additions & 0 deletions 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
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14 changes: 14 additions & 0 deletions 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
14 changes: 14 additions & 0 deletions 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
14 changes: 14 additions & 0 deletions 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/icl_short.yaml
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# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/longqa.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/longqa_short.yaml
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# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
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
8 changes: 8 additions & 0 deletions evals/evaluation/HELMET/configs/niah.yaml
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# 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: ''
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/niah_long.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/rag.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/rag_short.yaml
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# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/recall.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/recall_short.yaml
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# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

input_max_length: 8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536,8192,16384,32768,65536
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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/rerank.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/rerank_short.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/summ.yaml
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# 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
14 changes: 14 additions & 0 deletions evals/evaluation/HELMET/configs/summ_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: 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
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