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gaoqiong
lm-evaluation-harness
Commits
16bc6bc0
Commit
16bc6bc0
authored
Aug 01, 2023
by
haileyschoelkopf
Browse files
merge conflicts
parents
3d7f777d
465c695b
Changes
26
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Showing
6 changed files
with
213 additions
and
69 deletions
+213
-69
main.py
main.py
+1
-1
setup.py
setup.py
+3
-0
tests/conftest.py
tests/conftest.py
+0
-6
tests/extra/test_new_tasks.py
tests/extra/test_new_tasks.py
+128
-0
tests/extra/utilities_testing.py
tests/extra/utilities_testing.py
+32
-0
tests/test_tasks.py
tests/test_tasks.py
+49
-62
No files found.
main.py
View file @
16bc6bc0
...
...
@@ -28,7 +28,7 @@ def parse_args():
parser
.
add_argument
(
"--num_fewshot"
,
type
=
int
,
default
=
0
,
default
=
None
,
help
=
"Number of examples in few-shot context"
,
)
parser
.
add_argument
(
"--batch_size"
,
type
=
int
,
default
=
1
)
# TODO: only integers
...
...
setup.py
View file @
16bc6bc0
...
...
@@ -18,6 +18,9 @@ setuptools.setup(
"lm_eval"
:
[
"**/*.yaml"
],
"examples"
:
[
"**/*.yaml"
],
},
entry_points
=
{
"console_scripts"
:
[
"lm-eval = main:main"
,
"lm_eval = main:main"
],
},
include_package_data
=
True
,
classifiers
=
[
"Development Status :: 3 - Alpha"
,
...
...
tests/conftest.py
deleted
100644 → 0
View file @
3d7f777d
def
pytest_addoption
(
parser
):
parser
.
addoption
(
"--new_task"
,
action
=
"store_true"
,
help
=
"new_tasks_found"
,
)
tests/extra/test_new_tasks.py
0 → 100644
View file @
16bc6bc0
import
pytest
from
itertools
import
islice
import
lm_eval.tasks
as
tasks
from
.utilities_testing
import
load_changed_files
,
parser
from
typing
import
List
from
lm_eval.api.task
import
ConfigurableTask
import
os
# GitHub CI
def
new_tasks
()
->
List
[
str
]:
FILENAME
=
".github/outputs/tasks_all_changed_and_modified_files.txt"
if
os
.
path
.
exists
(
FILENAME
):
# If tasks folder has changed then we get the list of files from FILENAME
# and parse the yaml files to get the task names.
return
parser
(
load_changed_files
(
FILENAME
))
elif
os
.
getenv
(
"API"
)
is
not
None
:
# Or if API has changed then we set the ENV variable API to True
# and run given tasks.
return
[
"arc_easy"
,
"hellaswag"
,
"piqa"
,
"wikitext"
]
# if both not true just do arc_easy
else
:
return
[
"arc_easy"
]
def
get_task_class
()
->
List
[
ConfigurableTask
]:
task_name
=
new_tasks
()
x
=
[
cls
for
name
,
cls
in
tasks
.
TASK_REGISTRY
.
items
()
if
name
in
task_name
]
return
x
@
pytest
.
fixture
()
def
limit
()
->
int
:
return
10
# Tests
@
pytest
.
mark
.
parametrize
(
"task_class"
,
get_task_class
())
class
TestNewTasks
:
def
test_download
(
self
,
task_class
:
ConfigurableTask
):
task_class
().
download
()
assert
task_class
().
dataset
is
not
None
def
test_has_training_docs
(
self
,
task_class
:
ConfigurableTask
):
assert
task_class
().
has_training_docs
()
in
[
True
,
False
]
def
test_check_training_docs
(
self
,
task_class
:
ConfigurableTask
):
task
=
task_class
()
if
task
.
has_training_docs
():
assert
task
.
_config
[
"training_split"
]
is
not
None
def
test_has_validation_docs
(
self
,
task_class
):
assert
task_class
().
has_validation_docs
()
in
[
True
,
False
]
def
test_check_validation_docs
(
self
,
task_class
):
task
=
task_class
()
if
task
.
has_validation_docs
():
assert
task
.
_config
[
"validation_split"
]
is
not
None
def
test_has_test_docs
(
self
,
task_class
):
assert
task_class
().
has_test_docs
()
in
[
True
,
False
]
def
test_check_test_docs
(
self
,
task_class
):
task
=
task_class
()
if
task
.
has_test_docs
():
assert
task
.
_config
[
"test_split"
]
is
not
None
def
test_should_decontaminate
(
self
,
task_class
):
task
=
task_class
()
assert
task
.
should_decontaminate
()
in
[
True
,
False
]
if
task
.
should_decontaminate
():
assert
task
.
_config
[
"doc_to_decontamination_query"
]
is
not
None
def
test_doc_to_text
(
self
,
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
_array
=
[
task
.
doc_to_text
(
doc
)
for
doc
in
arr
]
# space convention; allow txt to have length 0 for perplexity-like tasks since the model tacks an <|endoftext|> on
assert
all
(
isinstance
(
x
,
str
)
and
(
x
[
-
1
]
!=
" "
if
len
(
x
)
!=
0
else
True
)
for
x
in
_array
)
def
test_create_choices
(
self
,
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
if
"multiple_choice"
in
task
.
_config
.
group
:
_array
=
[
task
.
doc_to_choice
(
doc
)
for
doc
in
arr
]
# assert all(len(x) == 4 for x in _array)
assert
all
(
isinstance
(
x
,
list
)
for
x
in
_array
)
assert
all
(
isinstance
(
x
[
0
],
str
)
for
x
in
_array
)
def
test_doc_to_target
(
self
,
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
_array_target
=
[
task
.
doc_to_target
(
doc
)
for
doc
in
arr
]
assert
all
(
isinstance
(
label
,
int
)
for
label
in
_array_target
)
assert
len
(
_array_target
)
==
limit
if
limit
else
True
# _array_text = [task.doc_to_text(doc) for doc in arr]
# Not working
# assert all(tgt[0] == " " or txt[-1] == "\n" if len(txt) != 0 else True for txt, tgt in zip(_array_text, _array_target))
def
test_build_all_requests
(
self
,
task_class
,
limit
):
task_class
().
build_all_requests
(
rank
=
1
,
limit
=
limit
,
world_size
=
1
)
assert
task_class
.
instances
is
not
None
def
test_construct_requests
(
self
,
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
requests
=
[
task
.
construct_requests
(
doc
,
task
.
doc_to_text
(
doc
))
for
doc
in
arr
]
assert
all
(
isinstance
(
doc
,
list
)
for
doc
in
requests
)
assert
len
(
requests
)
==
limit
if
limit
else
True
tests/extra/utilities_testing.py
0 → 100644
View file @
16bc6bc0
import
json
from
typing
import
List
from
lm_eval.utils
import
load_yaml_config
from
pathlib
import
Path
import
sys
# This is the path where the output for the changed files for the tasks folder is stored
# FILE_PATH = file_path = ".github/outputs/tasks_all_changed_and_modified_files.txt"
# reads a text file and returns a list of words
# used to read the output of the changed txt from tj-actions/changed-files
def
load_changed_files
(
file_path
:
str
)
->
List
[
str
]:
with
open
(
file_path
,
"r"
)
as
f
:
content
=
f
.
read
()
words_list
=
[
x
for
x
in
content
.
split
()]
sys
.
stdout
.
write
(
f
"list of files:
{
words_list
}
"
)
return
words_list
# checks the txt file for list of changed files.
# if file ends with .yaml then check yaml for task name
# if file ends with .py then parse the folder for all yaml files
def
parser
(
full_path
:
List
[
str
])
->
List
[
str
]:
_output
=
set
()
for
x
in
full_path
:
if
x
.
endswith
(
".yaml"
):
_output
.
add
(
load_yaml_config
(
x
)[
"task"
])
elif
x
.
endswith
(
".py"
):
path
=
[
str
(
x
)
for
x
in
(
list
(
Path
(
x
).
parent
.
glob
(
"*.yaml"
)))]
_output
|=
{
load_yaml_config
(
x
)[
"task"
]
for
x
in
path
}
return
list
(
_output
)
tests/test_tasks.py
View file @
16bc6bc0
import
pytest
from
itertools
import
islice
import
pytest
from
typing
import
List
import
lm_eval.tasks
as
tasks
from
tests.extra.test_utils
import
load_changed_files
,
parser
from
typing
import
List
,
ClassVar
import
os
from
lm_eval.api.task
import
ConfigurableTask
# Using fixtures to get the task class and limit
@
pytest
.
fixture
()
def
any_new_tasks
(
request
)
->
bool
:
return
request
.
config
.
getoption
(
"--new_task"
)
# ["arc_easy] else get list of new tasks
def
new_tasks
(
any_new_tasks
:
bool
)
->
List
[
str
]:
FILENAME
=
".github/outputs/tasks_all_changed_and_modified_files.txt"
if
any_new_tasks
and
os
.
path
.
exists
(
FILENAME
):
return
[
parser
(
load_changed_files
(
FILENAME
))]
elif
os
.
getenv
(
"API"
)
is
not
None
:
return
[
"arc_easy"
,
"hellaswag"
,
"piqa"
,
"wikitext"
]
else
:
return
[
"arc_easy"
]
@
pytest
.
fixture
(
params
=
new_tasks
(
any_new_tasks
))
def
task_class
(
request
):
task_name
=
request
.
param
return
[
cls
for
name
,
cls
in
tasks
.
TASK_REGISTRY
.
items
()
if
name
in
task_name
][
0
]
def
task_class
()
->
ConfigurableTask
:
task_name
=
[
"arc_easy"
]
x
=
[
cls
for
name
,
cls
in
tasks
.
TASK_REGISTRY
.
items
()
if
name
in
task_name
]
return
x
[
0
]
@
pytest
.
fixture
()
def
limit
(
any_new_tasks
:
bool
)
->
int
:
return
10
0
if
any_new_tasks
else
10
def
limit
()
->
int
:
return
10
# Tests
def
test_download
(
task_class
):
def
test_download
(
task_class
:
ConfigurableTask
):
task_class
().
download
()
assert
task_class
().
dataset
is
not
None
def
test_has_training_docs
(
task_class
):
def
test_has_training_docs
(
task_class
:
ConfigurableTask
):
assert
task_class
().
has_training_docs
()
in
[
True
,
False
]
def
test_check_training_docs
(
task_class
):
def
test_check_training_docs
(
task_class
:
ConfigurableTask
):
task
=
task_class
()
assert
task
.
has_training_docs
()
if
task
.
_config
[
"training_split"
]
else
True
if
task
.
has_training_docs
():
assert
task
.
_config
[
"training_split"
]
is
not
None
def
test_has_validation_docs
(
task_class
):
assert
task_class
().
has_
training
_docs
()
in
[
True
,
False
]
assert
task_class
().
has_
validation
_docs
()
in
[
True
,
False
]
def
test_check_validation_docs
(
task_class
):
task
=
task_class
()
assert
(
task_class
().
has_training_docs
()
if
task
.
_config
[
"validation_split"
]
else
True
)
if
task
.
has_validation_docs
():
assert
task
.
_config
[
"validation_split"
]
is
not
None
def
test_has_test_docs
(
task_class
):
assert
task_class
().
has_t
raining
_docs
()
in
[
True
,
False
]
assert
task_class
().
has_t
est
_docs
()
in
[
True
,
False
]
def
test_check_test_docs
(
task_class
):
task
=
task_class
()
assert
task_class
().
has_training_docs
()
if
task
.
_config
[
"test_split"
]
else
True
if
task
.
has_test_docs
():
assert
task
.
_config
[
"test_split"
]
is
not
None
def
test_should_decontaminate
(
task_class
):
task
_class
=
task_class
()
assert
task
_class
.
should_decontaminate
()
in
[
True
,
False
]
if
task
_class
.
should_decontaminate
():
assert
task
_class
.
_config
[
"doc_to_decontamination_query"
]
is
not
None
task
=
task_class
()
assert
task
.
should_decontaminate
()
in
[
True
,
False
]
if
task
.
should_decontaminate
():
assert
task
.
_config
[
"doc_to_decontamination_query"
]
is
not
None
def
test_doc_to_text
(
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
_class
()
.
test_docs
(),
limit
))
if
limit
else
list
(
task_class
().
test_docs
(
))
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
_array
=
[
task
_class
()
.
doc_to_text
(
doc
)
for
doc
in
arr
]
_array
=
[
task
.
doc_to_text
(
doc
)
for
doc
in
arr
]
# space convention; allow txt to have length 0 for perplexity-like tasks since the model tacks an <|endoftext|> on
assert
all
(
isinstance
(
x
,
str
)
and
(
x
[
-
1
]
!=
" "
if
len
(
x
)
!=
0
else
True
)
for
x
in
_array
...
...
@@ -91,24 +77,27 @@ def test_doc_to_text(task_class, limit):
def
test_create_choices
(
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
_class
()
.
test_docs
(),
limit
))
if
limit
else
list
(
task_class
().
test_docs
(
))
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
_array
=
[
task_class
().
doc_to_choice
(
doc
)
for
doc
in
arr
]
# assert all(len(x) == 4 for x in _array)
assert
all
(
isinstance
(
x
,
list
)
for
x
in
_array
)
assert
all
(
isinstance
(
x
[
0
],
str
)
for
x
in
_array
)
if
"multiple_choice"
in
task
.
_config
.
group
:
_array
=
[
task
.
doc_to_choice
(
doc
)
for
doc
in
arr
]
# assert all(len(x) == 4 for x in _array)
assert
all
(
isinstance
(
x
,
list
)
for
x
in
_array
)
assert
all
(
isinstance
(
x
[
0
],
str
)
for
x
in
_array
)
def
test_doc_to_target
(
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
_class
()
.
test_docs
(),
limit
))
if
limit
else
list
(
task_class
().
test_target
(
))
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
_array_target
=
[
task
_class
()
.
doc_to_target
(
doc
)
for
doc
in
arr
]
_array_target
=
[
task
.
doc_to_target
(
doc
)
for
doc
in
arr
]
assert
all
(
isinstance
(
label
,
int
)
for
label
in
_array_target
)
assert
len
(
_array_target
)
==
limit
if
limit
else
True
# _array_text = [task.doc_to_text(doc) for doc in arr]
...
...
@@ -122,15 +111,13 @@ def test_build_all_requests(task_class, limit):
def
test_construct_requests
(
task_class
,
limit
):
task
=
task_class
()
arr
=
(
list
(
islice
(
task
_class
()
.
test_docs
(),
limit
))
if
limit
else
list
(
task_class
().
test_docs
(
))
list
(
islice
(
task
.
test_docs
(),
limit
))
if
task
.
has_test_docs
()
else
list
(
islice
(
task
.
validation_docs
(),
limit
))
)
requests
=
[
task_class
().
construct_requests
(
doc
,
task_class
().
doc_to_text
(
doc
))
for
doc
in
arr
]
requests
=
[
task
.
construct_requests
(
doc
,
task
.
doc_to_text
(
doc
))
for
doc
in
arr
]
assert
all
(
isinstance
(
doc
,
list
)
for
doc
in
requests
)
assert
len
(
requests
)
==
limit
if
limit
else
True
...
...
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