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from api.settings import RetCode | |
from test_sdkbase import TestSdk | |
from ragflow import RAGFlow | |
import pytest | |
from common import API_KEY, HOST_ADDRESS | |
from api.contants import NAME_LENGTH_LIMIT | |
class TestDataset(TestSdk): | |
""" | |
This class contains a suite of tests for the dataset management functionality within the RAGFlow system. | |
It ensures that the following functionalities as expected: | |
1. create a kb | |
2. list the kb | |
3. get the detail info according to the kb id | |
4. update the kb | |
5. delete the kb | |
""" | |
def setup_method(self): | |
""" | |
Delete all the datasets. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
listed_data = ragflow.list_dataset() | |
listed_data = listed_data['data'] | |
listed_names = {d['name'] for d in listed_data} | |
for name in listed_names: | |
ragflow.delete_dataset(name) | |
# -----------------------create_dataset--------------------------------- | |
def test_create_dataset_with_success(self): | |
""" | |
Test the creation of a new dataset with success. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
# create a kb | |
res = ragflow.create_dataset("kb1") | |
assert res['code'] == RetCode.SUCCESS and res['message'] == 'success' | |
def test_create_dataset_with_empty_name(self): | |
""" | |
Test the creation of a new dataset with an empty name. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset("") | |
assert res['message'] == 'Empty dataset name' and res['code'] == RetCode.DATA_ERROR | |
def test_create_dataset_with_name_exceeding_limit(self): | |
""" | |
Test the creation of a new dataset with the length of name exceeding the limit. | |
""" | |
name = "k" * NAME_LENGTH_LIMIT + "b" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(name) | |
assert (res['message'] == f"Dataset name: {name} with length {len(name)} exceeds {NAME_LENGTH_LIMIT}!" | |
and res['code'] == RetCode.DATA_ERROR) | |
def test_create_dataset_name_with_space_in_the_middle(self): | |
""" | |
Test the creation of a new dataset whose name has space in the middle. | |
""" | |
name = "k b" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_name_with_space_in_the_head(self): | |
""" | |
Test the creation of a new dataset whose name has space in the head. | |
""" | |
name = " kb" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_name_with_space_in_the_tail(self): | |
""" | |
Test the creation of a new dataset whose name has space in the tail. | |
""" | |
name = "kb " | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_name_with_space_in_the_head_and_tail_and_length_exceed_limit(self): | |
""" | |
Test the creation of a new dataset whose name has space in the head and tail, | |
and the length of the name exceeds the limit. | |
""" | |
name = " " + "k" * NAME_LENGTH_LIMIT + " " | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_with_two_same_name(self): | |
""" | |
Test the creation of two new datasets with the same name. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset("kb") | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
res = ragflow.create_dataset("kb") | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_with_only_space_in_the_name(self): | |
""" | |
Test the creation of a dataset whose name only has space. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset(" ") | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_with_space_number_exceeding_limit(self): | |
""" | |
Test the creation of a dataset with a name that only has space exceeds the allowed limit. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
name = " " * NAME_LENGTH_LIMIT | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_with_name_having_return(self): | |
""" | |
Test the creation of a dataset with a name that has return symbol. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
name = "kb\n" | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
def test_create_dataset_with_name_having_the_null_character(self): | |
""" | |
Test the creation of a dataset with a name that has the null character. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
name = "kb\0" | |
res = ragflow.create_dataset(name) | |
assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') | |
# -----------------------list_dataset--------------------------------- | |
def test_list_dataset_success(self): | |
""" | |
Test listing datasets with a successful outcome. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
# Call the list_datasets method | |
response = ragflow.list_dataset() | |
assert response['code'] == RetCode.SUCCESS | |
def test_list_dataset_with_checking_size_and_name(self): | |
""" | |
Test listing datasets and verify the size and names of the datasets. | |
""" | |
datasets_to_create = ["dataset1", "dataset2", "dataset3"] | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
created_response = [ragflow.create_dataset(name) for name in datasets_to_create] | |
real_name_to_create = set() | |
for response in created_response: | |
assert 'data' in response, "Response is missing 'data' key" | |
dataset_name = response['data']['dataset_name'] | |
real_name_to_create.add(dataset_name) | |
response = ragflow.list_dataset(0, 3) | |
listed_data = response['data'] | |
listed_names = {d['name'] for d in listed_data} | |
assert listed_names == real_name_to_create | |
assert response['code'] == RetCode.SUCCESS | |
assert len(listed_data) == len(datasets_to_create) | |
def test_list_dataset_with_getting_empty_result(self): | |
""" | |
Test listing datasets that should be empty. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
datasets_to_create = [] | |
created_response = [ragflow.create_dataset(name) for name in datasets_to_create] | |
real_name_to_create = set() | |
for response in created_response: | |
assert 'data' in response, "Response is missing 'data' key" | |
dataset_name = response['data']['dataset_name'] | |
real_name_to_create.add(dataset_name) | |
response = ragflow.list_dataset(0, 0) | |
listed_data = response['data'] | |
listed_names = {d['name'] for d in listed_data} | |
assert listed_names == real_name_to_create | |
assert response['code'] == RetCode.SUCCESS | |
assert len(listed_data) == 0 | |
def test_list_dataset_with_creating_100_knowledge_bases(self): | |
""" | |
Test listing 100 datasets and verify the size and names of these datasets. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
datasets_to_create = ["dataset1"] * 100 | |
created_response = [ragflow.create_dataset(name) for name in datasets_to_create] | |
real_name_to_create = set() | |
for response in created_response: | |
assert 'data' in response, "Response is missing 'data' key" | |
dataset_name = response['data']['dataset_name'] | |
real_name_to_create.add(dataset_name) | |
res = ragflow.list_dataset(0, 100) | |
listed_data = res['data'] | |
listed_names = {d['name'] for d in listed_data} | |
assert listed_names == real_name_to_create | |
assert res['code'] == RetCode.SUCCESS | |
assert len(listed_data) == 100 | |
def test_list_dataset_with_showing_one_dataset(self): | |
""" | |
Test listing one dataset and verify the size of the dataset. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
response = ragflow.list_dataset(0, 1) | |
datasets = response['data'] | |
assert len(datasets) == 1 and response['code'] == RetCode.SUCCESS | |
def test_list_dataset_failure(self): | |
""" | |
Test listing datasets with IndexError. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
response = ragflow.list_dataset(-1, -1) | |
assert "IndexError" in response['message'] and response['code'] == RetCode.EXCEPTION_ERROR | |
def test_list_dataset_for_empty_datasets(self): | |
""" | |
Test listing datasets when the datasets are empty. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
response = ragflow.list_dataset() | |
datasets = response['data'] | |
assert len(datasets) == 0 and response['code'] == RetCode.SUCCESS | |
# TODO: have to set the limitation of the number of datasets | |
# -----------------------delete_dataset--------------------------------- | |
def test_delete_one_dataset_with_success(self): | |
""" | |
Test deleting a dataset with success. | |
""" | |
# get the real name of the created dataset | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset("kb0") | |
real_dataset_name = res['data']['dataset_name'] | |
# delete this dataset | |
res = ragflow.delete_dataset(real_dataset_name) | |
assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] | |
def test_delete_dataset_with_not_existing_dataset(self): | |
""" | |
Test deleting a dataset that does not exist with failure. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.delete_dataset("weird_dataset") | |
assert res['code'] == RetCode.OPERATING_ERROR and res['message'] == 'The dataset cannot be found for your current account.' | |
def test_delete_dataset_with_creating_100_datasets_and_deleting_100_datasets(self): | |
""" | |
Test deleting a dataset when creating 100 datasets and deleting 100 datasets. | |
""" | |
# create 100 datasets | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
datasets_to_create = ["dataset1"] * 100 | |
created_response = [ragflow.create_dataset(name) for name in datasets_to_create] | |
real_name_to_create = set() | |
for response in created_response: | |
assert 'data' in response, "Response is missing 'data' key" | |
dataset_name = response['data']['dataset_name'] | |
real_name_to_create.add(dataset_name) | |
for name in real_name_to_create: | |
res = ragflow.delete_dataset(name) | |
assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] | |
def test_delete_dataset_with_space_in_the_middle_of_the_name(self): | |
""" | |
Test deleting a dataset when its name has space in the middle. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("k b") | |
res = ragflow.delete_dataset("k b") | |
assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] | |
def test_delete_dataset_with_space_in_the_head_of_the_name(self): | |
""" | |
Test deleting a dataset when its name has space in the head. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset(" kb") | |
res = ragflow.delete_dataset(" kb") | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'The dataset cannot be found for your current account.') | |
def test_delete_dataset_with_space_in_the_tail_of_the_name(self): | |
""" | |
Test deleting a dataset when its name has space in the tail. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("kb ") | |
res = ragflow.delete_dataset("kb ") | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'The dataset cannot be found for your current account.') | |
def test_delete_dataset_with_only_space_in_the_name(self): | |
""" | |
Test deleting a dataset when its name only has space. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset(" ") | |
res = ragflow.delete_dataset(" ") | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'The dataset cannot be found for your current account.') | |
def test_delete_dataset_with_only_exceeding_limit_space_in_the_name(self): | |
""" | |
Test deleting a dataset when its name only has space and the number of it exceeds the limit. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
name = " " * (NAME_LENGTH_LIMIT + 1) | |
ragflow.create_dataset(name) | |
res = ragflow.delete_dataset(name) | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'The dataset cannot be found for your current account.') | |
def test_delete_dataset_with_name_with_space_in_the_head_and_tail_and_length_exceed_limit(self): | |
""" | |
Test deleting a dataset whose name has space in the head and tail, | |
and the length of the name exceeds the limit. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
name = " " + "k" * NAME_LENGTH_LIMIT + " " | |
ragflow.create_dataset(name) | |
res = ragflow.delete_dataset(name) | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'The dataset cannot be found for your current account.') | |
# ---------------------------------get_dataset----------------------------------------- | |
def test_get_dataset_with_success(self): | |
""" | |
Test getting a dataset which exists. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
response = ragflow.create_dataset("test") | |
dataset_name = response['data']['dataset_name'] | |
res = ragflow.get_dataset(dataset_name) | |
assert res['code'] == RetCode.SUCCESS and res['data']['name'] == dataset_name | |
def test_get_dataset_with_failure(self): | |
""" | |
Test getting a dataset which does not exist. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.get_dataset("weird_dataset") | |
assert res['code'] == RetCode.DATA_ERROR and res['message'] == "Can't find this dataset!" | |
# ---------------------------------update a dataset----------------------------------- | |
def test_update_dataset_without_existing_dataset(self): | |
""" | |
Test updating a dataset which does not exist. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
params = { | |
'name': 'new_name3', | |
'description': 'new_description', | |
"permission": 'me', | |
"parser_id": 'naive', | |
"language": 'English' | |
} | |
res = ragflow.update_dataset("weird_dataset", **params) | |
assert (res['code'] == RetCode.OPERATING_ERROR | |
and res['message'] == 'Only the owner of knowledgebase is authorized for this operation!') | |
def test_update_dataset_with_updating_six_parameters(self): | |
""" | |
Test updating a dataset when updating six parameters. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("new_name1") | |
params = { | |
'name': 'new_name', | |
'description': 'new_description1', | |
"permission": 'me', | |
"parser_id": 'naive', | |
"language": 'English' | |
} | |
res = ragflow.update_dataset("new_name1", **params) | |
assert res['code'] == RetCode.SUCCESS | |
assert (res['data']['description'] == 'new_description1' | |
and res['data']['name'] == 'new_name' and res['data']['permission'] == 'me' | |
and res['data']['language'] == 'English' and res['data']['parser_id'] == 'naive') | |
def test_update_dataset_with_updating_two_parameters(self): | |
""" | |
Test updating a dataset when updating two parameters. | |
""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("new_name2") | |
params = { | |
"name": "new_name3", | |
"language": 'English' | |
} | |
res = ragflow.update_dataset("new_name2", **params) | |
assert (res['code'] == RetCode.SUCCESS and res['data']['name'] == "new_name3" | |
and res['data']['language'] == 'English') | |
def test_update_dataset_with_updating_layout_recognize(self): | |
"""Test updating a dataset with only updating the layout_recognize""" | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("test_update_dataset_with_updating_layout_recognize") | |
params = { | |
"layout_recognize": False | |
} | |
res = ragflow.update_dataset("test_update_dataset_with_updating_layout_recognize", **params) | |
assert res['code'] == RetCode.SUCCESS and res['data']['parser_config']['layout_recognize'] is False | |
def test_update_dataset_with_empty_parameter(self): | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
ragflow.create_dataset("test_update_dataset_with_empty_parameter") | |
params = {} | |
res = ragflow.update_dataset("test_update_dataset_with_empty_parameter", **params) | |
assert (res['code'] == RetCode.DATA_ERROR | |
and res['message'] == 'Please input at least one parameter that you want to update!') | |
# ---------------------------------mix the different methods-------------------------- | |
def test_create_and_delete_dataset_together(self): | |
""" | |
Test creating 1 dataset, and then deleting 1 dataset. | |
Test creating 10 datasets, and then deleting 10 datasets. | |
""" | |
# create 1 dataset | |
ragflow = RAGFlow(API_KEY, HOST_ADDRESS) | |
res = ragflow.create_dataset("ddd") | |
assert res['code'] == RetCode.SUCCESS and res['message'] == 'success' | |
# delete 1 dataset | |
res = ragflow.delete_dataset("ddd") | |
assert res["code"] == RetCode.SUCCESS | |
# create 10 datasets | |
datasets_to_create = ["dataset1"] * 10 | |
created_response = [ragflow.create_dataset(name) for name in datasets_to_create] | |
real_name_to_create = set() | |
for response in created_response: | |
assert 'data' in response, "Response is missing 'data' key" | |
dataset_name = response['data']['dataset_name'] | |
real_name_to_create.add(dataset_name) | |
# delete 10 datasets | |
for name in real_name_to_create: | |
res = ragflow.delete_dataset(name) | |
assert res["code"] == RetCode.SUCCESS | |