repo_id stringclasses 400
values | commit_sha stringclasses 400
values | commit_index int32 0 951 | in_repo_split stringclasses 1
value | cross_repo_split stringclasses 1
value | test_file stringlengths 7 121 | test_function stringlengths 1 108 | assertion_type stringclasses 32
values | difficulty stringclasses 8
values | context_lines int32 3 600 | prefix large_stringlengths 44 113k | target large_stringlengths 1 498 | anchor_sha stringclasses 400
values | anchor_index int32 0 951 | qna_source stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/rollout/test_vllm_hf_loader.py | test_vllm_with_hf | assert | numeric_literal | 57 | import os
import torch
import transformers
from verl.third_party.vllm import LLM, vllm_version
from verl.utils.model import update_model_config
from vllm import SamplingParams
from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM
from transformers import GenerationConfig
from verl.utils.torch_func... | 2 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/sft/test_sp_loss_match.py | test_trainer_forward_consistency | assert | numeric_literal | 61 | import torch
import torch.distributed
from tensordict import TensorDict
from verl.trainer.fsdp_sft_trainer import FSDPSFTTrainer
from torch.distributed.device_mesh import init_device_mesh
from verl.utils.distributed import initialize_global_process_group
def test_trainer_forward_consistency(trainer: FSDPSFTTrainer, to... | 1e-2 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_chunk_concat | assert | numeric_literal | 21 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_chunk_concat():
obs = torch.tensor([1, 2, 3, 4, 5, 6])
labels = ['a', 'b', 'c', 'd', 'e', 'f']
data = DataProto.f... | 2 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_dataproto_pad_unpad | assert | numeric_literal | 20 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_dataproto_pad_unpad():
obs = torch.tensor([[1, 2], [3, 4], [5, 6]])
labels = ['a', 'b', 'c']
data = DataProto.fro... | 1 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_dataproto_pad_unpad | assert | numeric_literal | 35 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_dataproto_pad_unpad():
obs = torch.tensor([[1, 2], [3, 4], [5, 6]])
labels = ['a', 'b', 'c']
data = DataProto.fro... | 0 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_dataproto_pad_unpad | assert | numeric_literal | 50 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_dataproto_pad_unpad():
obs = torch.tensor([[1, 2], [3, 4], [5, 6]])
labels = ['a', 'b', 'c']
data = DataProto.fro... | 4 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_len | assert | numeric_literal | 17 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_len():
obs = torch.tensor([[1, 2], [3, 4], [5, 6]])
labels = np.array(['a', 'b', 'c'], dtype=object)
data = DataP... | 3 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_pop | assert | collection | 19 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_pop():
obs = torch.randn(100, 10)
act = torch.randn(100, 3)
dataset = DataProto.from_dict({'obs': obs, 'act': act... | {'2'} | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_pop | assert | collection | 22 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_pop():
obs = torch.randn(100, 10)
act = torch.randn(100, 3)
dataset = DataProto.from_dict({'obs': obs, 'act': act... | {'1'} | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_pop | assert | collection | 18 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_pop():
obs = torch.randn(100, 10)
act = torch.randn(100, 3)
dataset = DataProto.from_dict({'obs': obs, 'act': act... | {'obs'} | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_pop | assert | collection | 21 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_pop():
obs = torch.randn(100, 10)
act = torch.randn(100, 3)
dataset = DataProto.from_dict({'obs': obs, 'act': act... | {'act'} | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_chunk_concat | assert | complex_expr | 33 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_chunk_concat():
obs = torch.tensor([1, 2, 3, 4, 5, 6])
labels = ['a', 'b', 'c', 'd', 'e', 'f']
data = DataProto.f... | data.meta_info | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_tensor_dict_constructor | pytest.raises | variable | 19 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_tensor_dict_constructor():
obs = torch.randn(100, 10)
act = torch.randn(100, 10, 3)
data = DataProto.from_dict(te... | AssertionError) | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/utility/test_tensor_dict_utilities.py | test_seqlen_balancing | assert_* | complex_expr | 30 | import random
import pytest
import torch
from tensordict import TensorDict
from verl.protocol import union_tensor_dict, union_numpy_dict
from verl import DataProto
import numpy as np
def test_seqlen_balancing():
from verl.utils.seqlen_balancing import rearrange_micro_batches, get_reverse_idx
input_ids = torc... | dataproto.batch) | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/verl/utils/dataset/test_rm_dataset.py | test_rm_dataset | assert | numeric_literal | 22 | import os
from transformers import AutoTokenizer
from verl.utils import hf_tokenizer
from verl.utils.dataset.rm_dataset import RMDataset
def get_rm_data():
# prepare test dataset
url = "https://github.com/eric-haibin-lin/verl-data/raw/refs/heads/main/full_hh_rlhf/rm/test.parquet"
local_folder = os.path.ex... | 1 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/verl/utils/dataset/test_rm_dataset.py | test_rm_dataset | assert | variable | 23 | import os
from transformers import AutoTokenizer
from verl.utils import hf_tokenizer
from verl.utils.dataset.rm_dataset import RMDataset
def get_rm_data():
# prepare test dataset
url = "https://github.com/eric-haibin-lin/verl-data/raw/refs/heads/main/full_hh_rlhf/rm/test.parquet"
local_folder = os.path.ex... | str | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/verl/utils/dataset/test_sft_dataset.py | test_sft_cot_dataset | assert | numeric_literal | 28 | import os
from transformers import AutoTokenizer
from verl.utils import hf_tokenizer
from verl.utils.dataset.sft_dataset import SFTDataset
def get_gsm8k_data():
# prepare test dataset
url = "https://github.com/eric-haibin-lin/verl-data/raw/refs/heads/main/gsm8k/train.parquet"
local_folder = os.path.expand... | 1 | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | tests/verl/utils/dataset/test_sft_dataset.py | test_sft_cot_dataset | assert | variable | 29 | import os
from transformers import AutoTokenizer
from verl.utils import hf_tokenizer
from verl.utils.dataset.sft_dataset import SFTDataset
def get_gsm8k_data():
# prepare test dataset
url = "https://github.com/eric-haibin-lin/verl-data/raw/refs/heads/main/gsm8k/train.parquet"
local_folder = os.path.expand... | str | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | _init_with_resource_pool | assert | none_literal | 166 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | None | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | merge_resource_pool | assert | complex_expr | 56 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | rp2.use_gpu | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | merge_resource_pool | assert | complex_expr | 59 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | rp2.detached | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | _init_with_resource_pool | assert | complex_expr | 121 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | pg.bundle_count | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | merge_resource_pool | assert | complex_expr | 58 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | rp2.n_gpus_per_node | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | extract_pg_from_exist | assert | func_call | 47 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | len(sorted_src_pgs) | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | create_colocated_worker_cls | assert | func_call | 123 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | init_args_dict.keys() | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | merge_resource_pool | assert | complex_expr | 57 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | rp2.max_collocate_count | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | create_colocated_worker_cls | assert | complex_expr | 118 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | cls.cls.__ray_actor_class__.__base__ | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
hkust-nlp/simpleRL-reason | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | train | train | verl/single_controller/ray/base.py | extract_pg_from_exist | assert | complex_expr | 48 | import time
from typing import Dict, List, Any, Tuple
import ray
from ray.util import list_named_actors
from ray.util.placement_group import placement_group, PlacementGroup
from ray.util.scheduling_strategies import PlacementGroupSchedulingStrategy, NodeAffinitySchedulingStrategy
from ray.experimental.state.api import... | sorted_src_pgs[searching_idx].bundle_count | 2204dd1cfb83db4277571af196bdedb73f4d6ea2 | 1 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | src/lighteval/models/endpoints/litellm_model.py | __call_api_parallel | assert | func_call | 142 | import logging
import time
from concurrent.futures import ThreadPoolExecutor
from tqdm import tqdm
from lighteval.data import GenerativeTaskDataset
from lighteval.models.abstract_model import LightevalModel, ModelConfig
from lighteval.models.model_output import ModelResponse
from lighteval.tasks.prompt_manager import... | len(return_logitss) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | src/lighteval/pipeline.py | _load_responses_from_details | assert | none_literal | 323 | import ast
import asyncio
import collections
import os
import random
from contextlib import nullcontext
from dataclasses import dataclass
from datetime import timedelta
from enum import Enum, auto
import numpy as np
from tqdm import tqdm
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteva... | None | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | src/lighteval/tasks/extended/lcb/codegen_metrics.py | compile_code | assert | none_literal | 124 | import ast
import base64
import faulthandler
import json
import multiprocessing
import os
import pickle
import platform
import signal
import sys
import time
import zlib
from concurrent.futures import ProcessPoolExecutor, as_completed
from decimal import Decimal
from enum import Enum
from io import StringIO
from types ... | None | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | src/lighteval/tasks/extended/lcb/codegen_metrics.py | evaluate_generations | assert | func_call | 524 | import ast
import base64
import faulthandler
import json
import multiprocessing
import os
import pickle
import platform
import signal
import sys
import time
import zlib
from concurrent.futures import ProcessPoolExecutor, as_completed
from decimal import Decimal
from enum import Enum
from io import StringIO
from types ... | len(inputs) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | src/lighteval/tasks/extended/lcb/codegen_metrics.py | estimate_pass_at_k | assert | func_call | 559 | import ast
import base64
import faulthandler
import json
import multiprocessing
import os
import pickle
import platform
import signal
import sys
import time
import zlib
from concurrent.futures import ProcessPoolExecutor, as_completed
from decimal import Decimal
from enum import Enum
from io import StringIO
from types ... | len(num_correct) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/fixtures.py | testing_empty_hf_org_id | assert | numeric_literal | 29 | import os
import pytest
from huggingface_hub import HfApi
from huggingface_hub.hf_api import DatasetInfo
TESTING_EMPTY_HF_ORG_ID = "lighteval-tests"
@pytest.fixture
def testing_empty_hf_org_id(org_id: str = TESTING_EMPTY_HF_ORG_ID):
old_token = os.getenv("HF_TOKEN")
os.environ["HF_TOKEN"] = os.getenv("HF_TES... | 0 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_results_logging | assert | numeric_literal | 72 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | 1 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_push_to_hub_works | assert | numeric_literal | 96 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | 2 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_model_config_property_with_different_model_configs | self.assertEqual | variable | 280 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | v) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_default_property_with_different_model_configs | self.assertEqual | collection | 291 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | {}) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_default_property_with_different_model_configs | self.assertIsInstance | variable | 279 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | dict) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_results_logging | assert | variable | 78 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | task_metrics | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_results_logging | assert | string_literal | 79 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | "test_model" | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_default_property_with_different_model_configs | self.assertEqual | string_literal | 314 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | "test/case") | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_results_logging | assert | variable | 77 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | saved_results | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/logging/test_evaluation_tracker.py | test_details_logging | assert | complex_expr | 79 | import json
import os
import tempfile
from datetime import datetime
from pathlib import Path
import pytest
from datasets import Dataset
from huggingface_hub import HfApi
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.logging.info_loggers import DetailsLogger
from tests.fixtures imp... | task_details[task][0].padded | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_extractive_match.py | test_precision | assert | numeric_literal | 60 | import pytest
import sympy
from lighteval.metrics.dynamic_metrics import (
ExprExtractionConfig,
IndicesExtractionConfig,
LatexExtractionConfig,
multilingual_extractive_match_metric,
)
from lighteval.metrics.utils.math_comparison import sympy_expr_eq
from lighteval.models.model_output import ModelRespo... | 1 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_extractive_match.py | test_extraction_abc | assert | variable | 70 | import pytest
import sympy
from lighteval.metrics.dynamic_metrics import (
ExprExtractionConfig,
IndicesExtractionConfig,
LatexExtractionConfig,
multilingual_extractive_match_metric,
)
from lighteval.metrics.utils.math_comparison import sympy_expr_eq
from lighteval.models.model_output import ModelRespo... | expected | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_metric_requests.py | test_pmi_request | assert | numeric_literal | 52 | from lighteval.metrics.dynamic_metrics import loglikelihood_acc_metric
from lighteval.metrics.metrics import Metrics
from lighteval.metrics.normalizations import LogProbPMINorm
from lighteval.metrics.utils.metric_utils import Metric
from lighteval.models.model_output import ModelResponse
from lighteval.tasks.default_ta... | 0 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_metric_requests.py | test_pmi_request_with_logprob_metric | assert | numeric_literal | 54 | from lighteval.metrics.dynamic_metrics import loglikelihood_acc_metric
from lighteval.metrics.metrics import Metrics
from lighteval.metrics.normalizations import LogProbPMINorm
from lighteval.metrics.utils.metric_utils import Metric
from lighteval.models.model_output import ModelResponse
from lighteval.tasks.default_ta... | 1 | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_empty_input | assert | collection | 12 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_empty_input():
empty_logprob = []
empty_text = []
empty_tokens = []
# Test with empty inputs
assert normalize_log_probs(LogProbCharNorm(), empty_logprob, Non... | [] | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_char_norm | pytest.approx | collection | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_char_norm():
choices_logprob = [10.0, 20.0]
choices_text = [" hell", "world"]
result = normalize_log_probs(LogProbCharNorm(ignore_first_space=False), choices_logprob,... | [2.0, 4.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_char_norm | pytest.approx | collection | 14 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_char_norm():
choices_logprob = [10.0, 20.0]
choices_text = [" hell", "world"]
result = normalize_log_probs(LogProbCharNorm(ignore_first_space=False), choices_logprob,... | [2.5, 4.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_pmi_norm | pytest.approx | collection | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_pmi_norm():
choices_logprob = [10.0, 20.0]
unconditioned_logprob = [5.0, 8.0]
result = normalize_log_probs(LogProbPMINorm(), choices_logprob, unconditioned_logprob, N... | [5.0, 12.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_token_norm | pytest.approx | collection | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_token_norm():
choices_logprob = [10.0, 20.0]
choices_tokens = [[1, 2, 3], [4, 5]]
result = normalize_log_probs(LogProbTokenNorm(), choices_logprob, None, None, choice... | [3.333333, 10.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_char_norm | assert | func_call | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_char_norm():
choices_logprob = [10.0, 20.0]
choices_text = [" hell", "world"]
result = normalize_log_probs(LogProbCharNorm(ignore_first_space=False), choices_logprob,... | pytest.approx([2.0, 4.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_char_norm | assert | func_call | 14 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_char_norm():
choices_logprob = [10.0, 20.0]
choices_text = [" hell", "world"]
result = normalize_log_probs(LogProbCharNorm(ignore_first_space=False), choices_logprob,... | pytest.approx([2.5, 4.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_pmi_norm | assert | func_call | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_pmi_norm():
choices_logprob = [10.0, 20.0]
unconditioned_logprob = [5.0, 8.0]
result = normalize_log_probs(LogProbPMINorm(), choices_logprob, unconditioned_logprob, N... | pytest.approx([5.0, 12.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/metrics/test_normalizations.py | test_token_norm | assert | func_call | 11 | import pytest
from lighteval.metrics.normalizations import LogProbCharNorm, LogProbPMINorm, LogProbTokenNorm, normalize_log_probs
def test_token_norm():
choices_logprob = [10.0, 20.0]
choices_tokens = [[1, 2, 3], [4, 5]]
result = normalize_log_probs(LogProbTokenNorm(), choices_logprob, None, None, choice... | pytest.approx([3.333333, 10.0]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/endpoints/test_endpoint_model.py | test_from_path | assert | variable | 62 | import pytest
import yaml
from lighteval.models.endpoints.endpoint_model import InferenceEndpointModelConfig
class TestInferenceEndpointModelConfig:
@pytest.mark.parametrize(
"config_path, expected_config",
[
(
"examples/model_configs/endpoint_model.yaml",
... | expected_config | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/endpoints/test_tgi_model.py | test_from_path | assert | variable | 45 | import pytest
from lighteval.models.endpoints.tgi_model import TGIModelConfig
class TestTGIModelConfig:
@pytest.mark.parametrize(
"config_path, expected_config",
[
(
"examples/model_configs/tgi_model.yaml",
{
"inference_server_address... | expected_config | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_abstract_model.py | test_tok_encode_pair | assert | collection | 14 | from transformers import AutoTokenizer
from lighteval.models.dummy.dummy_model import DummyModel, DummyModelConfig
def test_tok_encode_pair():
model = DummyModel(config=DummyModelConfig(seed=42))
model._tokenizer = AutoTokenizer.from_pretrained("facebook/xglm-564M")
context = "答案："
continuation = ["1"... | ([[6, 47873]], [[34871]]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_abstract_model.py | test_tok_encode_pair | assert | collection | 16 | from transformers import AutoTokenizer
from lighteval.models.dummy.dummy_model import DummyModel, DummyModelConfig
def test_tok_encode_pair():
model = DummyModel(config=DummyModelConfig(seed=42))
model._tokenizer = AutoTokenizer.from_pretrained("facebook/xglm-564M")
context = "答案："
continuation = ["1"... | ([[6, 47873, 13]], [[82]]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_base_model.py | test_empty_requests | assert | collection | 11 | from lighteval.models.model_loader import load_model
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
def test_empty_requests():
model_config = TransformersModelConfig(
model_name="hf-internal-testing/tiny-random-LlamaForCausalLM", model_parallel=False... | [] | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_model_input.py | test_extract_num_samples | assert | variable | 27 | import pytest
from lighteval.models.model_input import GenerationParameters
class TestGenerationParameters:
@pytest.mark.parametrize(
"model_args, expected",
[
(
"generation_parameters={temperature: 0.7,top_p: 0.95},pretrained=deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,d... | v | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_model_utils.py | test_uses_chat_template_with_chat_template_present | self.assertTrue | variable | 14 | import unittest
from unittest.mock import Mock
from lighteval.models.utils import uses_chat_template
class TestUseChatTemplate(unittest.TestCase):
def test_uses_chat_template_with_chat_template_present(self):
"""Test that uses_chat_template returns True when tokenizer has a chat template."""
mock_... | result) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_model_creation_attributes | self.assertEqual | none_literal | 33 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | None) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_tokenizer_padding_configuration | self.assertEqual | string_literal | 33 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | "left") | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_padded_tensors_shapes | self.assertEqual | collection | 112 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | [2, 1]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_padded_tensors_shapes | self.assertEqual | collection | 113 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | [7, 6]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_check_continuations_start_space | self.assertEqual | string_literal | 44 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | "hello") | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_check_continuations_start_space | self.assertEqual | string_literal | 36 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | " hello") | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_model_creation_attributes | self.assertEqual | complex_expr | 32 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | self.config) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_transformers_model_use_chat_template_with_different_model_names | self.assertEqual | variable | 39 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | expected_result) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_padded_tensors_shapes | self.assertIsNotNone | variable | 96 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | captured_num_choices) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_padded_tensors_shapes | self.assertIsNotNone | variable | 97 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | captured_len_choices) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_padded_tensors_shapes | self.assertIsNotNone | variable | 98 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | captured_len_context) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_tokenizer_max_length_configuration | self.assertEqual | complex_expr | 33 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | self.model.max_length) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_model_creation_attributes | self.assertIsNone | complex_expr | 36 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | self.model.batch_size) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_eval | self.assertTrue | func_call | 59 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | len(result.logprobs) > 0) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_model_creation_model | self.assertEqual | func_call | 31 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | str(self.reference_model)) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/test_transformers_model.py | test_loglikelihood_eval | self.assertIsInstance | string_literal | 49 | import unittest
from unittest.mock import Mock, patch
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from lighteval.models.model_output import ModelResponse
from lighteval.models.transformers.transformers_model import TransformersModel, TransformersModelConfig
from lighteval.tasks.requests ... | "Results should be a list") | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/vllm/test_vllm_model.py | test_vllm_model_use_chat_template_with_different_model_names | self.assertEqual | variable | 26 | import unittest
from unittest.mock import Mock, patch
from transformers import AutoTokenizer
from lighteval.models.vllm.vllm_model import VLLMModel, VLLMModelConfig
class TestVLLMModelUseChatTemplate(unittest.TestCase):
@patch("lighteval.models.vllm.vllm_model.VLLMModel._create_auto_model")
def test_vllm_mod... | expected_result) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/vllm/test_vllm_model.py | test_tokenizer_created_with_correct_revision | self.assertEqual | complex_expr | 19 | import unittest
from unittest.mock import Mock, patch
from transformers import AutoTokenizer
from lighteval.models.vllm.vllm_model import VLLMModel, VLLMModelConfig
class TestVLLMTokenizerCreation(unittest.TestCase):
def test_tokenizer_created_with_correct_revision(self):
config = VLLMModelConfig(
... | tokenizer.chat_template) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/models/vllm/test_vllm_model.py | test_vllm_model_use_chat_template_with_different_model_names | self.assertEqual | complex_expr | 27 | import unittest
from unittest.mock import Mock, patch
from transformers import AutoTokenizer
from lighteval.models.vllm.vllm_model import VLLMModel, VLLMModelConfig
class TestVLLMModelUseChatTemplate(unittest.TestCase):
@patch("lighteval.models.vllm.vllm_model.VLLMModel._create_auto_model")
def test_vllm_mod... | model._tokenizer.chat_template is not None) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_reasoning_tags_validation | self.assertRaises | variable | 98 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | ValueError) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_remove_reasoning_tags_enabled | self.assertEqual | collection | 136 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | ["The answer is 4"]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_custom_reasoning_tags | self.assertEqual | collection | 136 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | ["Final answer: 4"]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_multiple_reasoning_tags | self.assertEqual | collection | 136 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | ["Some textFinal: 4"]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_reasoning_tags_validation | self.assertIn | func_call | 106 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | str(context.exception)) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_default_reasoning_tags | self.assertEqual | collection | 100 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | [("<think>", "</think>")]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_default_reasoning_tags | self.assertTrue | complex_expr | 101 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | pipeline_params.remove_reasoning_tags) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/pipeline/test_reasoning_tags.py | test_remove_reasoning_tags_disabled | self.assertIsNone | complex_expr | 136 | import tempfile
import unittest
from pathlib import Path
from types import ModuleType
from typing import Optional, Union
from unittest.mock import patch
from lighteval.logging.evaluation_tracker import EvaluationTracker
from lighteval.metrics.metrics import Metrics
from lighteval.models.dummy.dummy_model import DummyM... | details["test|test_reasoning_task|0"][0]["model_response"]["text_post_processed"]) | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/slow_tests/test_accelerate_model.py | test_accelerate_model_prediction | assert | collection | 70 | import json
import os
from functools import lru_cache, partial
from typing import Callable, Tuple
import pytest
from deepdiff import DeepDiff
from lighteval.main_accelerate import accelerate # noqa: E402
os.environ["CUBLAS_WORKSPACE_CONFIG"] = ":4096:8"
MODELS_ARGS = [
{
"model_name": "examples/model_c... | {} | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/slow_tests/test_accelerate_vlm_model.py | test_accelerate_model_prediction | assert | collection | 69 | import json
import os
from functools import lru_cache, partial
from typing import Callable, Tuple
import pytest
from deepdiff import DeepDiff
from lighteval.main_accelerate import accelerate # noqa: E402
os.environ["CUBLAS_WORKSPACE_CONFIG"] = ":4096:8"
MODELS_ARGS = [
{
"model_name": "examples/model_c... | {} | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/slow_tests/test_vllm_model.py | test_vllm_model | assert | collection | 68 | import json
import os
from functools import lru_cache, partial
from typing import Callable, Tuple
import pytest
from deepdiff import DeepDiff
from lighteval.main_vllm import vllm # noqa: E402
os.environ["CUBLAS_WORKSPACE_CONFIG"] = ":4096:8"
MODELS_ARGS = [
{
"model_name": "examples/model_configs/vllm_... | {} | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_cf | assert | string_literal | 24 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_cf():
"""Test cloze format continuation prompt generation."""
test... | "" | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_mcf | assert | collection | 36 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_mcf():
"""Test multiple-choice format continuation prompt generation."... | [0] | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_cf | assert | collection | 26 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_cf():
"""Test cloze format continuation prompt generation."""
test... | [1] | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_mcf | assert | string_literal | 34 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_mcf():
"""Test multiple-choice format continuation prompt generation."... | "Answer:" | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_cf | assert | string_literal | 22 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_cf():
"""Test cloze format continuation prompt generation."""
test... | "The sun is" | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
huggingface/lighteval | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | train | train | tests/tasks/templates/test_continuation.py | test_continuation_prompt_sequence_end | assert | string_literal | 22 | from lighteval.tasks.templates.continuation import get_continuation_prompt_function
from lighteval.tasks.templates.utils.formulation import CFFormulation, MCFFormulation
from lighteval.utils.language import Language
def test_continuation_prompt_sequence_end():
"""Test continuation prompt generation when the contex... | "The sun is." | a88a5269de362dee96fd30b34d7b063705458b7b | 66 | v2_extractor_at_anchor |
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