From cadc98e33ae26a147711de545e0136594e8baac2 Mon Sep 17 00:00:00 2001
From: SamuelGabriel <Samuel.g.mueller@web.de>
Date: Fri, 15 Dec 2023 15:54:29 +0100
Subject: [PATCH 1/6] add_max_ds_size (#4)
---
utils.py | 7 +++++++
1 file changed, 7 insertions(+)
diff --git a/utils.py b/utils.py
index 0f80459..2a233b7 100644
--- a/utils.py
+++ b/utils.py
@@ -72,3 +72,10 @@ def get_example_dataset(dataset_name: typing.Literal["iris", "breast_cancer", "d
x_train, x_test, y_train, y_test = train_test_split(x_train, y_train, test_size=0.33, random_state=42)
return x_train, x_test, y_train, y_test
+
+
+def get_dataset_with_sepcific_size(num_examples: int=10_000, num_columns: int=100) -> typing.Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]:
+ x_train = np.random.RandomState(42).rand(num_examples, num_columns)
+ y_train = np.random.RandomState(42).randint(0, 2, size=num_examples)
+
+ return x_train, x_train, y_train, y_train
From 7eb1aaa46b41be08cc1f298b50ad1991011f6a28 Mon Sep 17 00:00:00 2001
From: Anshul Gupta <anshulg954@Anshuls-MacBook-Air.local>
Date: Fri, 12 Jan 2024 18:59:10 +0100
Subject: [PATCH 2/6] Feat: Load Testing Version of All APIs
---
datasets/X_test.csv | 1001 ++++++++++++++++++++++++++++++++++++
datasets/X_test_small.csv | 6 +
datasets/X_train.csv | 1001 ++++++++++++++++++++++++++++++++++++
datasets/X_train_small.csv | 6 +
datasets/y_train.csv | 1001 ++++++++++++++++++++++++++++++++++++
datasets/y_train_small.csv | 6 +
load_test.py | 211 ++++++++
7 files changed, 3232 insertions(+)
create mode 100644 datasets/X_test.csv
create mode 100644 datasets/X_test_small.csv
create mode 100644 datasets/X_train.csv
create mode 100644 datasets/X_train_small.csv
create mode 100644 datasets/y_train.csv
create mode 100644 datasets/y_train_small.csv
create mode 100644 load_test.py
diff --git a/datasets/X_test.csv b/datasets/X_test.csv
new file mode 100644
index 0000000..d22d250
--- /dev/null
+++ b/datasets/X_test.csv
@@ -0,0 +1,1001 @@
+feature_0,feature_1,feature_2,feature_3,feature_4,feature_5,feature_6,feature_7,feature_8,feature_9,feature_10,feature_11,feature_12,feature_13,feature_14,feature_15,feature_16,feature_17,feature_18,feature_19,feature_20,feature_21,feature_22,feature_23,feature_24,feature_25,feature_26,feature_27,feature_28,feature_29,feature_30,feature_31,feature_32,feature_33,feature_34,feature_35,feature_36,feature_37,feature_38,feature_39,feature_40,feature_41,feature_42,feature_43,feature_44,feature_45,feature_46,feature_47,feature_48,feature_49,feature_50,feature_51,feature_52,feature_53,feature_54,feature_55,feature_56,feature_57,feature_58,feature_59,feature_60,feature_61,feature_62,feature_63,feature_64,feature_65,feature_66,feature_67,feature_68,feature_69,feature_70,feature_71,feature_72,feature_73,feature_74,feature_75,feature_76,feature_77,feature_78,feature_79,feature_80,feature_81,feature_82,feature_83,feature_84,feature_85,feature_86,feature_87,feature_88,feature_89,feature_90,feature_91,feature_92,feature_93,feature_94,feature_95,feature_96,feature_97,feature_98,feature_99
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diff --git a/datasets/X_test_small.csv b/datasets/X_test_small.csv
new file mode 100644
index 0000000..00b1bf2
--- /dev/null
+++ b/datasets/X_test_small.csv
@@ -0,0 +1,6 @@
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diff --git a/datasets/X_train.csv b/datasets/X_train.csv
new file mode 100644
index 0000000..74a174b
--- /dev/null
+++ b/datasets/X_train.csv
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+1
diff --git a/datasets/y_train_small.csv b/datasets/y_train_small.csv
new file mode 100644
index 0000000..d336dea
--- /dev/null
+++ b/datasets/y_train_small.csv
@@ -0,0 +1,6 @@
+label
+0
+1
+1
+0
+1
diff --git a/load_test.py b/load_test.py
new file mode 100644
index 0000000..2c9121f
--- /dev/null
+++ b/load_test.py
@@ -0,0 +1,211 @@
+import sys
+import os.path
+sys.path.append('../')
+from pathlib import Path
+import os, random, uuid, requests, argparse
+from app.main import ENDPOINTS
+from env_config.env_config import EnvConfig
+from utils import to_oauth_request_form
+from concurrent.futures import ThreadPoolExecutor, as_completed
+
+BASE_PATH = Path(__file__).parent.resolve()
+
+# Fixed User Credentials
+user_credentials = {
+ "password": "Test1@123",
+ "password_confirm": "Test1@123",
+ "validation_link": "tabpfn"
+}
+
+def parse_args():
+ """
+ Parse command line arguments
+ 1. Server URL
+ 2. Number of total users
+ - default: 10 users
+ 3. Number of parallel requests
+ - default: 10 users hitting the server at the same time.
+ """
+ parser = argparse.ArgumentParser()
+ parser.add_argument(
+ "--server_url",
+ type=str,
+ default="https://tabpfn-server-wjedmz7r5a-ez.a.run.app",
+ help="Server URL"
+ )
+ parser.add_argument(
+ "--num_users",
+ type=int,
+ default=10,
+ help="Number of Users"
+ )
+ parser.add_argument(
+ "--num_requests",
+ type=int,
+ default=10,
+ help="Number of parallel requests"
+ )
+ return parser.parse_args()
+
+def generate_email():
+ """
+ Generate a random email address for a user:
+ """
+ random_uuid = uuid.uuid4().hex.replace('%', '')
+ domain_name = random.choice(['gmail.com', 'outlook.org', 'yahoo.in', 'hotmail.com'])
+ random_email = "user" + f"{random_uuid}@{domain_name}"
+ return random_email
+
+def api_request(url, data=None, headers=None, type=0, files=None):
+ """
+ Make an API request to the server:
+ type: [1, 2, 3]
+ 1. Register API
+ 2. Login API
+ 3. Protected Root API
+ 4. Upload Train Set API
+ 5. Upload Test Set API / Predict API
+ """
+ response = None
+ if type == 1:
+ response = requests.post(url, params=data)
+ elif type == 2:
+ response = requests.post(url, data=data)
+ elif type == 3:
+ response = requests.get(url, headers=headers)
+ elif type == 4:
+ response = requests.post(url, headers=headers, files=files)
+ elif type == 5:
+ response = requests.post(url, headers=headers, params=data, files=files)
+
+ return response.json()
+
+def process_user(user, SERVER_URL):
+ """
+ Process a user:
+ 1. Register the user
+ 2. Login the user
+ 3. Access the protected root
+ 4. Upload a train set
+ 5. Upload a test set
+ 6. Predict on the test set
+ Inputs:
+ user: User ID: 1, 2, 3, ...
+ """
+ email = generate_email()
+ # Combine user data with user_credentials and unique email
+ user_data = {
+ "email": email,
+ **user_credentials,
+ user : user
+ }
+
+ # Register API: Registers a new user
+ register_api = SERVER_URL + ENDPOINTS.register.path
+ response_register = api_request(register_api, user_data, type=1)
+ # print(response_register)
+
+ # Login API: Authenticates the user JUST REGISTERED
+ request_data = to_oauth_request_form(
+ email,
+ user_credentials["password"]
+ )
+ login_api = SERVER_URL + ENDPOINTS.login.path
+ response_login = api_request(login_api, request_data, type=2)
+ # print(response_login)
+
+ # Protected Root API: Access the protected root
+ user_access_token = response_login["access_token"]
+ headers = {"Authorization": f"Bearer {user_access_token}"}
+ protected_api = SERVER_URL + ENDPOINTS.protected_root.path
+ response_protected = api_request(protected_api, headers=headers, type=3)
+ # print(response_protected)
+
+ # Upload Train Set API: Upload a train set
+ upload_train_set_api = SERVER_URL + ENDPOINTS.upload_train_set.path
+ ## Get the path of the train set
+ x_train_path = os.path.join(BASE_PATH, 'datasets', 'X_train.csv')
+ y_train_path = os.path.join(BASE_PATH, 'datasets', 'y_train.csv')
+ files = {
+ 'x_file': ('X_train.csv', open(x_train_path, 'rb'), 'application/csv'),
+ 'y_file': ('y_train.csv', open(y_train_path, 'rb'), 'application/csv'),
+ }
+ upload_train_set_response = api_request(
+ upload_train_set_api,
+ headers=headers,
+ type=4,
+ files=files
+ )
+
+ # Upload Test Set API: Upload a test set
+ ## Get the path of the train set
+ x_test_path = os.path.join(BASE_PATH, 'datasets', 'X_test.csv')
+ files_test = {
+ 'x_file': ('X_test.csv', open(x_test_path, 'rb'), 'application/csv')
+ }
+ data = {
+ "train_set_uid": upload_train_set_response["train_set_uid"]
+ }
+ # THIS IS FOR INTERNAL USE ONLY
+ # upload_test_set_api = SERVER_URL + ENDPOINTS.upload_test_set.path
+ # upload_test_set_response = api_request(
+ # upload_test_set_api,
+ # data=data,
+ # headers=headers,
+ # type=5,
+ # files=files_test
+ # )
+ # print(upload_test_set_response)
+
+ # USE ANY OF THE FOLLOWING 2 APIs: PREDCIT OR PREDICT PROBA
+
+ # Predict Proba API: Predict probabilities on the test set
+ # predict_proba_api = SERVER_URL + ENDPOINTS.predict_proba.path
+ # predict_response = api_request(
+ # predict_proba_api,
+ # data=data,
+ # headers=headers,
+ # type=5,
+ # files=files_test
+ # )
+
+ # Predict API: Predict on the test set
+ predict_api = SERVER_URL + ENDPOINTS.predict.path
+ predict_response = api_request(
+ predict_api,
+ data=data,
+ headers=headers,
+ type=5,
+ files=files_test
+ )
+ # print(predict_response)
+ return predict_response
+
+def main():
+ # Generate a list of parsed arguments
+ args = parse_args()
+ # Set the server URL
+ SERVER_URL = args.server_url
+ # Number of total users
+ num_users = args.num_users
+ # Generate a list of users
+ users = range(1, num_users+1)
+
+ # Number of parallel requests
+ num_parallel_requests = args.num_requests
+
+ with ThreadPoolExecutor(max_workers=num_parallel_requests) as executor:
+ # Submit tasks for each user
+ futures = {executor.submit(process_user, user, SERVER_URL): user for user in users}
+
+ # Wait for all tasks to complete
+ for future in as_completed(futures):
+ user = futures[future]
+ try:
+ result = future.result()
+ print(f"User {user} processed successfully. Result: {result}")
+ except Exception as e:
+ print(f"Error processing user {user}: {e}")
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
From a79609e99b6d5372ff97835bc931404c305d71ca Mon Sep 17 00:00:00 2001
From: SamuelGabriel <Samuel.g.mueller@web.de>
Date: Sun, 14 Jan 2024 22:00:03 +0100
Subject: [PATCH 3/6] Create pull_request_template.md
---
.github/pull_request_template.md | 25 +++++++++++++++++++++++++
1 file changed, 25 insertions(+)
create mode 100644 .github/pull_request_template.md
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 0000000..11c2904
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,25 @@
+### Change Description
+
+**Brief** (a few bullet points describing your changes, use full sentences and try to link lines in the code whenever needed)
+
+
+
+**Details** (add details if your pull request is more complicated and harder to understand from the code alone)
+
+
+
+### Standard Qs (leave questions that do not apply blank)
+**If you broke behavior: Please describe what behavior you broke and how you inform people to not get stuck trying to use the old behavior.**
+
+
+
+**If you used new dependencies: Did you add them to `requirements.txt`?**
+
+
+
+**Who did you ping on Mattermost to review your PR? Please ping that person again whenever you are ready for another review.**
+
+
+
+---
+*Please do not mark comments/conversations as resolved unless you are the assigned reviewer. This helps maintain clarity during the review process.*
From cae9e61ea3ce651c32d535edd3aac9f776d93e75 Mon Sep 17 00:00:00 2001
From: Anshul Gupta <anshulg954@Anshuls-MacBook-Air.local>
Date: Sun, 14 Jan 2024 23:37:24 +0100
Subject: [PATCH 4/6] Load Testing PR after resolved comments
---
load_test.py | 65 +++++++++++++++++++++++++++++++++-------------------
1 file changed, 42 insertions(+), 23 deletions(-)
diff --git a/load_test.py b/load_test.py
index 2c9121f..958b765 100644
--- a/load_test.py
+++ b/load_test.py
@@ -3,15 +3,23 @@
sys.path.append('../')
from pathlib import Path
import os, random, uuid, requests, argparse
-from app.main import ENDPOINTS
-from env_config.env_config import EnvConfig
+from app.main import ENDPOINTS
+from enum import Enum
from utils import to_oauth_request_form
from concurrent.futures import ThreadPoolExecutor, as_completed
BASE_PATH = Path(__file__).parent.resolve()
+class RequestType(Enum):
+ DEFAULT = 0
+ REGISTER = 1
+ LOGIN = 2
+ PROTECTED_ROOT = 3
+ UPLOAD_TRAIN_SET = 4
+ PREDICT = 5
+
# Fixed User Credentials
-user_credentials = {
+user_credentials_template = {
"password": "Test1@123",
"password_confirm": "Test1@123",
"validation_link": "tabpfn"
@@ -47,19 +55,25 @@ def parse_args():
)
return parser.parse_args()
-def generate_email():
+def generate_user_email_address():
"""
Generate a random email address for a user:
+ This can generate around 16^32 unique email addresses as of now and
+ can be increased by increasing the length of the UUID. So the probability
+ of generating the same email address for the second time is very low.
+ Approximately, there would be a possibility of
+ 1 - (16^32! / (16^32^100 * (16^32 - 100)!)) for atleast 1 collision for
+ 100 generated UUIDs which is significantly low due to increasing combinations
"""
random_uuid = uuid.uuid4().hex.replace('%', '')
domain_name = random.choice(['gmail.com', 'outlook.org', 'yahoo.in', 'hotmail.com'])
random_email = "user" + f"{random_uuid}@{domain_name}"
return random_email
-def api_request(url, data=None, headers=None, type=0, files=None):
+def api_request(url, data=None, headers=None, type=RequestType.DEFAULT, files=None):
"""
Make an API request to the server:
- type: [1, 2, 3]
+ type:
1. Register API
2. Login API
3. Protected Root API
@@ -67,17 +81,18 @@ def api_request(url, data=None, headers=None, type=0, files=None):
5. Upload Test Set API / Predict API
"""
response = None
- if type == 1:
+ if type == RequestType.REGISTER:
response = requests.post(url, params=data)
- elif type == 2:
+ elif type == RequestType.LOGIN:
response = requests.post(url, data=data)
- elif type == 3:
+ elif type == RequestType.PROTECTED_ROOT:
response = requests.get(url, headers=headers)
- elif type == 4:
+ elif type == RequestType.UPLOAD_TRAIN_SET:
response = requests.post(url, headers=headers, files=files)
- elif type == 5:
+ elif type == RequestType.PREDICT:
response = requests.post(url, headers=headers, params=data, files=files)
-
+ else:
+ raise NotImplementedError(f"Response type {type} is not implemented")
return response.json()
def process_user(user, SERVER_URL):
@@ -92,33 +107,33 @@ def process_user(user, SERVER_URL):
Inputs:
user: User ID: 1, 2, 3, ...
"""
- email = generate_email()
- # Combine user data with user_credentials and unique email
+ email = generate_user_email_address()
+ # Combine user data with user_credentials_template and unique email
user_data = {
"email": email,
- **user_credentials,
+ **user_credentials_template,
user : user
}
# Register API: Registers a new user
register_api = SERVER_URL + ENDPOINTS.register.path
- response_register = api_request(register_api, user_data, type=1)
+ response_register = api_request(register_api, user_data, type=RequestType.REGISTER)
# print(response_register)
# Login API: Authenticates the user JUST REGISTERED
request_data = to_oauth_request_form(
email,
- user_credentials["password"]
+ user_credentials_template["password"]
)
login_api = SERVER_URL + ENDPOINTS.login.path
- response_login = api_request(login_api, request_data, type=2)
+ response_login = api_request(login_api, request_data, type=RequestType.LOGIN)
# print(response_login)
# Protected Root API: Access the protected root
user_access_token = response_login["access_token"]
headers = {"Authorization": f"Bearer {user_access_token}"}
protected_api = SERVER_URL + ENDPOINTS.protected_root.path
- response_protected = api_request(protected_api, headers=headers, type=3)
+ response_protected = api_request(protected_api, headers=headers, type=RequestType.PROTECTED_ROOT)
# print(response_protected)
# Upload Train Set API: Upload a train set
@@ -133,7 +148,7 @@ def process_user(user, SERVER_URL):
upload_train_set_response = api_request(
upload_train_set_api,
headers=headers,
- type=4,
+ type=RequestType.UPLOAD_TRAIN_SET,
files=files
)
@@ -152,7 +167,7 @@ def process_user(user, SERVER_URL):
# upload_test_set_api,
# data=data,
# headers=headers,
- # type=5,
+ # type=RequestType.PREDICT,
# files=files_test
# )
# print(upload_test_set_response)
@@ -165,7 +180,7 @@ def process_user(user, SERVER_URL):
# predict_proba_api,
# data=data,
# headers=headers,
- # type=5,
+ # type=RequestType.PREDICT,
# files=files_test
# )
@@ -175,13 +190,17 @@ def process_user(user, SERVER_URL):
predict_api,
data=data,
headers=headers,
- type=5,
+ type=RequestType.PREDICT,
files=files_test
)
# print(predict_response)
return predict_response
def main():
+ """
+ Usage:
+ `python load_test.py --num_users=100 --num_requests=10 --server_url='http://0.0.0.0/'
+ """
# Generate a list of parsed arguments
args = parse_args()
# Set the server URL
From 364dccdefff2fcb2a45c8ff97197b95a72859dcf Mon Sep 17 00:00:00 2001
From: "Liam, Shi Bin Hoo" <44376667+liam-sbhoo@users.noreply.github.com>
Date: Wed, 6 Mar 2024 12:44:42 +0100
Subject: [PATCH 5/6] Update from tabpfn server (#7)
* Minor update
* Clean up according to PEP 8
* Replace flake8 with ruff
---
tests/test_utils.py | 7 +++----
utils.py | 30 ++++++++++++++++--------------
2 files changed, 19 insertions(+), 18 deletions(-)
diff --git a/tests/test_utils.py b/tests/test_utils.py
index e4d1321..ebe1672 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -13,26 +13,25 @@ def test_serialize_numpy_array_to_csv_formatted_bytes(self):
test_data = np.array([[1, 2, 3], [4, 5, 6]])
test_pd_data = pd.DataFrame(test_data, columns=["0", "1", "2"])
csv_bytes = utils.serialize_to_csv_formatted_bytes(test_data)
- data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=',')
+ data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=",")
pd.testing.assert_frame_equal(test_pd_data, data_recovered)
def test_serialize_pandas_dataframe_to_csv_formatted_bytes(self):
test_data = pd.DataFrame([[1, 2, 3], [4, 5, 6]], columns=["a", "b", "c"])
csv_bytes = utils.serialize_to_csv_formatted_bytes(test_data)
- data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=',')
+ data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=",")
pd.testing.assert_frame_equal(test_data, data_recovered)
def test_serialize_torch_tensor_to_csv_formatted_bytes(self):
test_data = torch.tensor([[1, 2, 3], [4, 5, 6]], dtype=torch.float64)
test_pd_data = pd.DataFrame(test_data.numpy(), columns=["0", "1", "2"])
csv_bytes = utils.serialize_to_csv_formatted_bytes(test_data)
- data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=',')
+ data_recovered = pd.read_csv(BytesIO(csv_bytes), delimiter=",")
pd.testing.assert_frame_equal(test_pd_data, data_recovered)
class TestSingleton(unittest.TestCase):
def test_singleton(self):
-
@utils.singleton
class DummyClass:
def __init__(self, a, b):
diff --git a/utils.py b/utils.py
index 2a233b7..c7ac0a1 100644
--- a/utils.py
+++ b/utils.py
@@ -8,8 +8,10 @@
from sklearn.model_selection import train_test_split
-def serialize_to_csv_formatted_bytes(data: typing.Union[pd.DataFrame, np.ndarray, torch.Tensor]) -> bytes:
- if type(data) not in [pd.DataFrame, np.ndarray, torch.Tensor]:
+def serialize_to_csv_formatted_bytes(
+ data: typing.Union[pd.DataFrame, pd.Series, np.ndarray, torch.Tensor],
+) -> bytes:
+ if type(data) not in [pd.DataFrame, pd.Series, np.ndarray, torch.Tensor]:
raise TypeError(f"({type(data)}) is not supported for serialization")
if isinstance(data, torch.Tensor):
@@ -19,7 +21,7 @@ def serialize_to_csv_formatted_bytes(data: typing.Union[pd.DataFrame, np.ndarray
data = pd.DataFrame(data)
# data is now of type pd.DataFrame
- csv_bytes = data.to_csv(index=False).encode('utf-8')
+ csv_bytes = data.to_csv(index=False).encode("utf-8")
return csv_bytes
@@ -38,11 +40,7 @@ def to_httpx_post_file_format(file_uploads: typing.List[FileUpload]) -> typing.D
def to_oauth_request_form(username: str, password: str) -> {}:
- return {
- "grant_type": "password",
- "username": username,
- "password": password
- }
+ return {"grant_type": "password", "username": username, "password": password}
# implement singleton by decorator
@@ -60,21 +58,25 @@ def get_instance(*args, **kwargs):
return get_instance
-def get_example_dataset(dataset_name: typing.Literal["iris", "breast_cancer", "digits"]) \
- -> typing.Tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame, pd.DataFrame]:
-
+def get_example_dataset(
+ dataset_name: typing.Literal["iris", "breast_cancer", "digits"],
+) -> typing.Tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame, pd.DataFrame]:
load_dataset_fn = {
"iris": load_iris,
"breast_cancer": load_breast_cancer,
"digits": load_digits,
}
- x_train, y_train = load_dataset_fn[dataset_name](return_X_y=True)
- x_train, x_test, y_train, y_test = train_test_split(x_train, y_train, test_size=0.33, random_state=42)
+ x_train, y_train = load_dataset_fn[dataset_name](return_X_y=True, as_frame=True)
+ x_train, x_test, y_train, y_test = train_test_split(
+ x_train, y_train, test_size=0.33, random_state=42
+ )
return x_train, x_test, y_train, y_test
-def get_dataset_with_sepcific_size(num_examples: int=10_000, num_columns: int=100) -> typing.Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]:
+def get_dataset_with_specific_size(
+ num_examples: int = 10_000, num_columns: int = 100
+) -> typing.Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]:
x_train = np.random.RandomState(42).rand(num_examples, num_columns)
y_train = np.random.RandomState(42).randint(0, 2, size=num_examples)
From cb4469425eba995b4cefad1357c020878e1a6d02 Mon Sep 17 00:00:00 2001
From: "Liam, Shi Bin Hoo" <44376667+liam-sbhoo@users.noreply.github.com>
Date: Thu, 2 May 2024 15:09:51 +0200
Subject: [PATCH 6/6] Add assert_y_pred_proba_is_valid (#8)
* Add assert_y_pred_proba_is_valid
* Update formatting
---
load_test.py | 152 +++++++++++++++++++++-----------------------
tests/test_utils.py | 18 ++++++
utils.py | 10 +++
3 files changed, 101 insertions(+), 79 deletions(-)
diff --git a/load_test.py b/load_test.py
index 958b765..97fe339 100644
--- a/load_test.py
+++ b/load_test.py
@@ -1,15 +1,17 @@
import sys
import os.path
-sys.path.append('../')
+
+sys.path.append("../")
from pathlib import Path
import os, random, uuid, requests, argparse
from app.main import ENDPOINTS
-from enum import Enum
+from enum import Enum
from utils import to_oauth_request_form
from concurrent.futures import ThreadPoolExecutor, as_completed
BASE_PATH = Path(__file__).parent.resolve()
+
class RequestType(Enum):
DEFAULT = 0
REGISTER = 1
@@ -18,58 +20,54 @@ class RequestType(Enum):
UPLOAD_TRAIN_SET = 4
PREDICT = 5
+
# Fixed User Credentials
user_credentials_template = {
"password": "Test1@123",
"password_confirm": "Test1@123",
- "validation_link": "tabpfn"
+ "validation_link": "tabpfn",
}
+
def parse_args():
"""
Parse command line arguments
1. Server URL
2. Number of total users
- default: 10 users
- 3. Number of parallel requests
+ 3. Number of parallel requests
- default: 10 users hitting the server at the same time.
"""
parser = argparse.ArgumentParser()
parser.add_argument(
- "--server_url",
- type=str,
+ "--server_url",
+ type=str,
default="https://tabpfn-server-wjedmz7r5a-ez.a.run.app",
- help="Server URL"
+ help="Server URL",
)
+ parser.add_argument("--num_users", type=int, default=10, help="Number of Users")
parser.add_argument(
- "--num_users",
- type=int,
- default=10,
- help="Number of Users"
- )
- parser.add_argument(
- "--num_requests",
- type=int,
- default=10,
- help="Number of parallel requests"
+ "--num_requests", type=int, default=10, help="Number of parallel requests"
)
return parser.parse_args()
+
def generate_user_email_address():
"""
- Generate a random email address for a user:
- This can generate around 16^32 unique email addresses as of now and
+ Generate a random email address for a user:
+ This can generate around 16^32 unique email addresses as of now and
can be increased by increasing the length of the UUID. So the probability
of generating the same email address for the second time is very low.
- Approximately, there would be a possibility of
- 1 - (16^32! / (16^32^100 * (16^32 - 100)!)) for atleast 1 collision for
+ Approximately, there would be a possibility of
+ 1 - (16^32! / (16^32^100 * (16^32 - 100)!)) for atleast 1 collision for
100 generated UUIDs which is significantly low due to increasing combinations
"""
- random_uuid = uuid.uuid4().hex.replace('%', '')
- domain_name = random.choice(['gmail.com', 'outlook.org', 'yahoo.in', 'hotmail.com'])
+ random_uuid = uuid.uuid4().hex.replace("%", "")
+ domain_name = random.choice(["gmail.com", "outlook.org", "yahoo.in", "hotmail.com"])
random_email = "user" + f"{random_uuid}@{domain_name}"
return random_email
+
def api_request(url, data=None, headers=None, type=RequestType.DEFAULT, files=None):
"""
Make an API request to the server:
@@ -95,110 +93,103 @@ def api_request(url, data=None, headers=None, type=RequestType.DEFAULT, files=No
raise NotImplementedError(f"Response type {type} is not implemented")
return response.json()
+
def process_user(user, SERVER_URL):
"""
- Process a user:
- 1. Register the user
- 2. Login the user
- 3. Access the protected root
- 4. Upload a train set
- 5. Upload a test set
- 6. Predict on the test set
- Inputs:
- user: User ID: 1, 2, 3, ...
+ Process a user:
+ 1. Register the user
+ 2. Login the user
+ 3. Access the protected root
+ 4. Upload a train set
+ 5. Upload a test set
+ 6. Predict on the test set
+ Inputs:
+ user: User ID: 1, 2, 3, ...
"""
email = generate_user_email_address()
# Combine user data with user_credentials_template and unique email
- user_data = {
- "email": email,
- **user_credentials_template,
- user : user
- }
+ user_data = {"email": email, **user_credentials_template, user: user}
# Register API: Registers a new user
- register_api = SERVER_URL + ENDPOINTS.register.path
+ register_api = SERVER_URL + ENDPOINTS.register.path
response_register = api_request(register_api, user_data, type=RequestType.REGISTER)
- # print(response_register)
+ # print(response_register)
# Login API: Authenticates the user JUST REGISTERED
- request_data = to_oauth_request_form(
- email,
- user_credentials_template["password"]
- )
+ request_data = to_oauth_request_form(email, user_credentials_template["password"])
login_api = SERVER_URL + ENDPOINTS.login.path
response_login = api_request(login_api, request_data, type=RequestType.LOGIN)
# print(response_login)
# Protected Root API: Access the protected root
user_access_token = response_login["access_token"]
- headers = {"Authorization": f"Bearer {user_access_token}"}
+ headers = {"Authorization": f"Bearer {user_access_token}"}
protected_api = SERVER_URL + ENDPOINTS.protected_root.path
- response_protected = api_request(protected_api, headers=headers, type=RequestType.PROTECTED_ROOT)
+ response_protected = api_request(
+ protected_api, headers=headers, type=RequestType.PROTECTED_ROOT
+ )
# print(response_protected)
# Upload Train Set API: Upload a train set
upload_train_set_api = SERVER_URL + ENDPOINTS.upload_train_set.path
## Get the path of the train set
- x_train_path = os.path.join(BASE_PATH, 'datasets', 'X_train.csv')
- y_train_path = os.path.join(BASE_PATH, 'datasets', 'y_train.csv')
+ x_train_path = os.path.join(BASE_PATH, "datasets", "X_train.csv")
+ y_train_path = os.path.join(BASE_PATH, "datasets", "y_train.csv")
files = {
- 'x_file': ('X_train.csv', open(x_train_path, 'rb'), 'application/csv'),
- 'y_file': ('y_train.csv', open(y_train_path, 'rb'), 'application/csv'),
+ "x_file": ("X_train.csv", open(x_train_path, "rb"), "application/csv"),
+ "y_file": ("y_train.csv", open(y_train_path, "rb"), "application/csv"),
}
upload_train_set_response = api_request(
- upload_train_set_api,
- headers=headers,
- type=RequestType.UPLOAD_TRAIN_SET,
- files=files
+ upload_train_set_api,
+ headers=headers,
+ type=RequestType.UPLOAD_TRAIN_SET,
+ files=files,
)
# Upload Test Set API: Upload a test set
## Get the path of the train set
- x_test_path = os.path.join(BASE_PATH, 'datasets', 'X_test.csv')
- files_test = {
- 'x_file': ('X_test.csv', open(x_test_path, 'rb'), 'application/csv')
- }
- data = {
- "train_set_uid": upload_train_set_response["train_set_uid"]
- }
+ x_test_path = os.path.join(BASE_PATH, "datasets", "X_test.csv")
+ files_test = {"x_file": ("X_test.csv", open(x_test_path, "rb"), "application/csv")}
+ data = {"train_set_uid": upload_train_set_response["train_set_uid"]}
# THIS IS FOR INTERNAL USE ONLY
# upload_test_set_api = SERVER_URL + ENDPOINTS.upload_test_set.path
# upload_test_set_response = api_request(
- # upload_test_set_api,
- # data=data,
- # headers=headers,
- # type=RequestType.PREDICT,
+ # upload_test_set_api,
+ # data=data,
+ # headers=headers,
+ # type=RequestType.PREDICT,
# files=files_test
# )
# print(upload_test_set_response)
# USE ANY OF THE FOLLOWING 2 APIs: PREDCIT OR PREDICT PROBA
-
+
# Predict Proba API: Predict probabilities on the test set
# predict_proba_api = SERVER_URL + ENDPOINTS.predict_proba.path
# predict_response = api_request(
- # predict_proba_api,
- # data=data,
- # headers=headers,
- # type=RequestType.PREDICT,
+ # predict_proba_api,
+ # data=data,
+ # headers=headers,
+ # type=RequestType.PREDICT,
# files=files_test
# )
# Predict API: Predict on the test set
predict_api = SERVER_URL + ENDPOINTS.predict.path
predict_response = api_request(
- predict_api,
- data=data,
- headers=headers,
- type=RequestType.PREDICT,
- files=files_test
+ predict_api,
+ data=data,
+ headers=headers,
+ type=RequestType.PREDICT,
+ files=files_test,
)
# print(predict_response)
- return predict_response
+ return predict_response
+
def main():
"""
- Usage:
+ Usage:
`python load_test.py --num_users=100 --num_requests=10 --server_url='http://0.0.0.0/'
"""
# Generate a list of parsed arguments
@@ -208,14 +199,16 @@ def main():
# Number of total users
num_users = args.num_users
# Generate a list of users
- users = range(1, num_users+1)
+ users = range(1, num_users + 1)
# Number of parallel requests
num_parallel_requests = args.num_requests
with ThreadPoolExecutor(max_workers=num_parallel_requests) as executor:
# Submit tasks for each user
- futures = {executor.submit(process_user, user, SERVER_URL): user for user in users}
+ futures = {
+ executor.submit(process_user, user, SERVER_URL): user for user in users
+ }
# Wait for all tasks to complete
for future in as_completed(futures):
@@ -226,5 +219,6 @@ def main():
except Exception as e:
print(f"Error processing user {user}: {e}")
+
if __name__ == "__main__":
- main()
\ No newline at end of file
+ main()
diff --git a/tests/test_utils.py b/tests/test_utils.py
index ebe1672..b900817 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -45,3 +45,21 @@ def __init__(self, a, b):
self.assertEqual(test_singleton2.a, 1)
self.assertEqual(test_singleton2.b, 2)
self.assertEqual(test_singleton, test_singleton2)
+
+
+class TestAssertYPredProbaIsValid(unittest.TestCase):
+ x_test = pd.DataFrame([[1, 2, 3], [4, 5, 6]])
+
+ def test_valid_y_pred_proba_assert_true(self):
+ y_pred = np.array([[0.1, 0.2, 0.7], [0.3, 0.4, 0.3]])
+ utils.assert_y_pred_proba_is_valid(self.x_test, y_pred)
+
+ def test_invalid_shape_assert_false(self):
+ y_pred = np.array([1, 2, 3])
+ with self.assertRaises(AssertionError):
+ utils.assert_y_pred_proba_is_valid(self.x_test, y_pred)
+
+ def test_invalid_value_assert_false(self):
+ y_pred = np.array([[0.1, 0.2, 0.6], [0.3, 0.4, 0.3]])
+ with self.assertRaises(AssertionError):
+ utils.assert_y_pred_proba_is_valid(self.x_test, y_pred)
diff --git a/utils.py b/utils.py
index c7ac0a1..6aee2ec 100644
--- a/utils.py
+++ b/utils.py
@@ -81,3 +81,13 @@ def get_dataset_with_specific_size(
y_train = np.random.RandomState(42).randint(0, 2, size=num_examples)
return x_train, x_train, y_train, y_train
+
+
+def assert_y_pred_proba_is_valid(x_test, y_pred_proba):
+ if isinstance(y_pred_proba, list):
+ y_pred_proba = np.array(y_pred_proba)
+
+ proba_shape = y_pred_proba.shape
+ assert proba_shape[0] == len(x_test)
+ assert proba_shape[1] >= 2
+ assert np.allclose(y_pred_proba.sum(axis=1), np.ones(proba_shape[0]))