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Browse files- src/testing.py +67 -1
src/testing.py
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@@ -35,6 +35,9 @@ class TestGenerator:
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@classmethod
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def question_count(cls) -> int:
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cls.load_questions()
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return len(cls.questions)
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@@ -109,6 +112,11 @@ class ArchitectureRequestRecord:
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class TestGroup:
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all: Dict[str, TestGroup] = None
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def __init__(self, test_group:str):
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@@ -122,18 +130,36 @@ class TestGroup:
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@property
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def num_archs(self) -> int:
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return len(self.architectures)
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@property
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def num_tests(self) -> int:
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return len(self.arch_request_records)
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@property
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def num_tests_per_arch(self) -> int:
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# Should always be an even number but cast to int just in case
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return int(self.num_tests / self.num_archs)
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def arch_request_records_by_arch(self) -> Dict[List[ArchitectureRequestRecord]]:
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grouped = {}
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for arr in self.arch_request_records:
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if arr.arch not in grouped:
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@@ -142,6 +168,13 @@ class TestGroup:
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return grouped
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def summary_stats_by_arch(self) -> List[Dict]:
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arch_records = self.arch_request_records_by_arch()
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arch_names = list(arch_records.keys())
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arch_names.sort()
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@@ -160,6 +193,10 @@ class TestGroup:
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return stats
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def add_record(self, arr: ArchitectureRequestRecord) -> None:
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if arr.test_group != self.test_group:
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raise ValueError("Attempted to group a test record into the wrong group")
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self.arch_request_records.append(arr)
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@@ -174,6 +211,9 @@ class TestGroup:
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@classmethod
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def load_db_records(cls) -> List[TestGroup]:
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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con = sqlite3.connect(db_file)
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cur = con.cursor()
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@@ -199,6 +239,10 @@ class TestGroup:
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@classmethod
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def load_all(cls, reload=False):
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if cls.all is None or reload:
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ArchitectureRequestRecord.load_all(reload=reload)
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records = {}
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@@ -214,6 +258,10 @@ class TestGroup:
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@classmethod
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def for_test_group_tag(cls, test_group_tag: str) -> TestGroup:
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cls.load_all()
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return cls.all[test_group_tag]
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@@ -228,11 +276,17 @@ def move_test_records_to_db(hf_hub_token: str) -> None:
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them across.
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"""
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def download_latest_json_file(hf_hub_token: str) -> Repository:
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if os.path.exists(Architecture.trace_dir):
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shutil.rmtree(Architecture.trace_dir)
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return Repository(local_dir=Architecture.trace_dir, clone_from=Architecture.save_repo_url, token=hf_hub_token)
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def create_local_db():
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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con = sqlite3.connect(db_file)
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@@ -246,12 +300,19 @@ def move_test_records_to_db(hf_hub_token: str) -> None:
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con.execute(sql)
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def get_local_db() -> sqlite3.Connection:
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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if not os.path.exists(db_file):
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create_local_db()
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return sqlite3.connect(db_file)
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def load_test_group_to_db(test_group: TestGroup, con: sqlite3.Connection) -> None:
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cur = con.cursor()
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sql = f'SELECT count(*) from test_groups where test_group ="{test_group.test_group}"'
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cur.execute(sql)
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@@ -272,11 +333,16 @@ def move_test_records_to_db(hf_hub_token: str) -> None:
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print(f"Warning TestGroup {tg_not_in_db} was not added to the DB as it already existed there")
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def load_all_test_groups_to_db(con: sqlite3.Connection) -> None:
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TestGroup.load_all()
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for tg in TestGroup.all.values():
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load_test_group_to_db(tg, con)
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-
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download_latest_json_file(hf_hub_token)
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conn = get_local_db()
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load_all_test_groups_to_db(conn)
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@classmethod
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def question_count(cls) -> int:
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"""
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The total number of questions in the question set
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"""
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cls.load_questions()
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return len(cls.questions)
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class TestGroup:
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"""
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A class representing a single batch run of tests from the UI. Identified by the tag
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which was assigned from the UI when the test was run, and including summary items
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(start, end, elapse) for convenience
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"""
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all: Dict[str, TestGroup] = None
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def __init__(self, test_group:str):
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@property
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def num_archs(self) -> int:
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"""
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The number of LLM Architectures which were included in this test run from the UI
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"""
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return len(self.architectures)
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@property
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def num_tests(self) -> int:
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"""
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The total number of Architecture tests (inferences) done in this test run from the UI
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"""
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return len(self.arch_request_records)
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@property
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def num_tests_per_arch(self) -> int:
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"""
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The calculated number of tests run through each architecture (simple divide as the UI
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forces each architecture to get the same number of requests)
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"""
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# Should always be an even number but cast to int just in case
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return int(self.num_tests / self.num_archs)
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def arch_request_records_by_arch(self) -> Dict[List[ArchitectureRequestRecord]]:
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"""
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Get all the tests ArchitectureRequestRecords grouped by the architecture.
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:return: dict keyed by the architecture name containing a list of ArchitectureRequestRecords
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detailing the tests run through that architecture. Note - the keys are intended to be used for
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display purposes - attempting to use them to load the original architecture will be
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dependent on the availability of that architecture at look up time and changes in architecture
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config could cause that lookup to fail (i.e. the tested architecture is no longer configured).
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"""
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grouped = {}
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for arr in self.arch_request_records:
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if arr.arch not in grouped:
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return grouped
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def summary_stats_by_arch(self) -> List[Dict]:
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"""
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Get a pack of statistics for use in the UI, detailing this TestGroup.
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:return: a list, sorted by architecture name, of statistics per architecture. Each list item
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is a dict of information (arch_name, elapsed[list of elapsed times in ms],
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response_len[list of the lengthe of the final response in characters], steps[list of the
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individual architecture steps each containing dict of name, mean_elapsed(ms)])
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"""
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arch_records = self.arch_request_records_by_arch()
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arch_names = list(arch_records.keys())
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arch_names.sort()
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return stats
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def add_record(self, arr: ArchitectureRequestRecord) -> None:
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"""
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Add an ArchitectureRequestRecord into this test group. Update the
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TestGroup level start, end and elapsed with the new data
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"""
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if arr.test_group != self.test_group:
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raise ValueError("Attempted to group a test record into the wrong group")
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self.arch_request_records.append(arr)
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@classmethod
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def load_db_records(cls) -> List[TestGroup]:
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"""
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Load all the test groups from the DataBase
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"""
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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con = sqlite3.connect(db_file)
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cur = con.cursor()
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@classmethod
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def load_all(cls, reload=False):
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"""
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Load all the available TestGroups, from both the json file and the DB
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into the class variable - for efficiency do not reload unless requested
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"""
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if cls.all is None or reload:
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ArchitectureRequestRecord.load_all(reload=reload)
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records = {}
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@classmethod
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def for_test_group_tag(cls, test_group_tag: str) -> TestGroup:
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"""
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Get a single TestGroup based on the test_group_tag which was assigned
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when the test was run
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"""
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cls.load_all()
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return cls.all[test_group_tag]
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them across.
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"""
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def download_latest_json_file(hf_hub_token: str) -> Repository:
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"""
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Wipe any local version of the json file and re-downlad from the HF Hub
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"""
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if os.path.exists(Architecture.trace_dir):
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shutil.rmtree(Architecture.trace_dir)
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return Repository(local_dir=Architecture.trace_dir, clone_from=Architecture.save_repo_url, token=hf_hub_token)
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def create_local_db():
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"""
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Create the local database if it does not exist
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"""
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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con = sqlite3.connect(db_file)
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con.execute(sql)
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def get_local_db() -> sqlite3.Connection:
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"""
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Get a connection to the local database and create it if it is not already there
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"""
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db_file = os.path.join(data_dir, 'sqlite', 'test_records.db')
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if not os.path.exists(db_file):
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create_local_db()
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return sqlite3.connect(db_file)
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def load_test_group_to_db(test_group: TestGroup, con: sqlite3.Connection) -> None:
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"""
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Load a single TestGroup object into the DB, decomposing to the TestGroup,
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ArchitectureRequest within that and ArchitectureRequestSteps within those
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"""
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cur = con.cursor()
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sql = f'SELECT count(*) from test_groups where test_group ="{test_group.test_group}"'
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cur.execute(sql)
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print(f"Warning TestGroup {tg_not_in_db} was not added to the DB as it already existed there")
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def load_all_test_groups_to_db(con: sqlite3.Connection) -> None:
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"""
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Load a list of TestGroups to the DB, one at a time
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"""
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TestGroup.load_all()
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for tg in TestGroup.all.values():
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load_test_group_to_db(tg, con)
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"""
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Main control flow using utility nested functions above for better structure and readability
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"""
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download_latest_json_file(hf_hub_token)
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conn = get_local_db()
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load_all_test_groups_to_db(conn)
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