diff options
21 files changed, 311 insertions, 192 deletions
diff --git a/csit.infra.dash/app/cdash/__init__.py b/csit.infra.dash/app/cdash/__init__.py index dd1dc20169..796dcef01f 100644 --- a/csit.infra.dash/app/cdash/__init__.py +++ b/csit.infra.dash/app/cdash/__init__.py @@ -67,43 +67,65 @@ def init_app(): ).read_all_data(days=time_period) # Import Dash applications. - from .news.news import init_news - app = init_news( - app, - data_stats=data["statistics"], - data_trending=data["trending"] - ) - - from .stats.stats import init_stats - app = init_stats( - app, - data_stats=data["statistics"], - data_trending=data["trending"] - ) - - from .trending.trending import init_trending - app = init_trending( - app, - data_trending=data["trending"] - ) - - from .report.report import init_report - app = init_report( - app, - data_iterative=data["iterative"] - ) - - from .comparisons.comparisons import init_comparisons - app = init_comparisons( - app, - data_iterative=data["iterative"] - ) - - from .coverage.coverage import init_coverage - app = init_coverage( - app, - data_coverage=data["coverage"] - ) + logging.info("\n\nStarting the applications:\n" + "-" * 26 + "\n") + if data["statistics"].empty or data["trending"].empty: + logging.error( + f'"{C.NEWS_TITLE}" application not loaded, no data available.' + ) + logging.error( + f'"{C.STATS_TITLE}" application not loaded, no data available.' + ) + else: + logging.info(C.NEWS_TITLE) + from .news.news import init_news + app = init_news( + app, + data_stats=data["statistics"], + data_trending=data["trending"] + ) + + logging.info(C.STATS_TITLE) + from .stats.stats import init_stats + app = init_stats( + app, + data_stats=data["statistics"], + data_trending=data["trending"] + ) + + if data["trending"].empty: + logging.error( + f'"{C.TREND_TITLE}" application not loaded, no data available.' + ) + else: + logging.info(C.TREND_TITLE) + from .trending.trending import init_trending + app = init_trending(app, data_trending=data["trending"]) + + if data["iterative"].empty: + logging.error( + f'"{C.REPORT_TITLE}" application not loaded, no data available.' + ) + logging.error( + f'"{C.COMP_TITLE}" application not loaded, no data available.' + ) + else: + logging.info(C.REPORT_TITLE) + from .report.report import init_report + app = init_report(app, data_iterative=data["iterative"]) + + logging.info(C.COMP_TITLE) + from .comparisons.comparisons import init_comparisons + app = init_comparisons(app, data_iterative=data["iterative"]) + + if data["coverage"].empty: + logging.error(( + f'"{C.COVERAGE_TITLE}" application not loaded, ' + 'no data available.' + )) + else: + logging.info(C.COVERAGE_TITLE) + from .coverage.coverage import init_coverage + app = init_coverage(app, data_coverage=data["coverage"]) return app diff --git a/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_device b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_device Binary files differnew file mode 100644 index 0000000000..f619ce8a8e --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_device diff --git a/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_ndrpdr Binary files differnew file mode 100644 index 0000000000..06bc618bea --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2302_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_device b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_device Binary files differnew file mode 100644 index 0000000000..f619ce8a8e --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_device diff --git a/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_ndrpdr Binary files differnew file mode 100644 index 0000000000..06bc618bea --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/coverage_rls2306_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_mrr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_mrr Binary files differnew file mode 100644 index 0000000000..96832850b1 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_mrr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_ndrpdr Binary files differnew file mode 100644 index 0000000000..2291bb8349 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2210_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_hoststack b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_hoststack Binary files differnew file mode 100644 index 0000000000..993d16c18c --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_hoststack diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_mrr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_mrr Binary files differnew file mode 100644 index 0000000000..96832850b1 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_mrr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_ndrpdr Binary files differnew file mode 100644 index 0000000000..2291bb8349 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2302_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_hoststack b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_hoststack Binary files differnew file mode 100644 index 0000000000..993d16c18c --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_hoststack diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_mrr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_mrr Binary files differnew file mode 100644 index 0000000000..96832850b1 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_mrr diff --git a/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_ndrpdr Binary files differnew file mode 100644 index 0000000000..2291bb8349 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/iterative_rls2306_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/_metadata/statistics b/csit.infra.dash/app/cdash/data/_metadata/statistics Binary files differnew file mode 100644 index 0000000000..208e119735 --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/statistics diff --git a/csit.infra.dash/app/cdash/data/_metadata/trending_hoststack b/csit.infra.dash/app/cdash/data/_metadata/trending_hoststack Binary files differnew file mode 100644 index 0000000000..f6ab72be9a --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/trending_hoststack diff --git a/csit.infra.dash/app/cdash/data/_metadata/trending_mrr b/csit.infra.dash/app/cdash/data/_metadata/trending_mrr Binary files differnew file mode 100644 index 0000000000..64b0db0d0c --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/trending_mrr diff --git a/csit.infra.dash/app/cdash/data/_metadata/trending_ndrpdr b/csit.infra.dash/app/cdash/data/_metadata/trending_ndrpdr Binary files differnew file mode 100644 index 0000000000..17dc30c3be --- /dev/null +++ b/csit.infra.dash/app/cdash/data/_metadata/trending_ndrpdr diff --git a/csit.infra.dash/app/cdash/data/data.py b/csit.infra.dash/app/cdash/data/data.py index a0d698e2b0..2bf3649778 100644 --- a/csit.infra.dash/app/cdash/data/data.py +++ b/csit.infra.dash/app/cdash/data/data.py @@ -18,12 +18,16 @@ import logging import resource import awswrangler as wr import pandas as pd +import pyarrow as pa from yaml import load, FullLoader, YAMLError from datetime import datetime, timedelta from time import time from pytz import UTC from awswrangler.exceptions import EmptyDataFrame, NoFilesFound +from pyarrow.lib import ArrowInvalid, ArrowNotImplementedError + +from ..utils.constants import Constants as C class Data: @@ -118,14 +122,117 @@ class Data: return file_list + def _validate_columns(self, data_type: str) -> str: + """Check if all columns are present in the dataframe. + + :param data_type: The data type defined in data.yaml + :type data_type: str + :returns: Error message if validation fails, otherwise empty string. + :rtype: str + """ + defined_columns = set() + for data_set in self._data_spec: + if data_set.get("data_type", str()) == data_type: + defined_columns.update(data_set.get("columns", set())) + + if not defined_columns: + return "No columns defined in the data set(s)." + + if self.data[data_type].empty: + return "No data." + + ret_msg = str() + for col in defined_columns: + if col not in self.data[data_type].columns: + if not ret_msg: + ret_msg = "Missing columns: " + else: + ret_msg += ", " + ret_msg += f"{col}" + return ret_msg + @staticmethod - def _create_dataframe_from_parquet( - path, partition_filter=None, + def _write_parquet_schema( + path, + partition_filter=None, columns=None, validate_schema=False, last_modified_begin=None, last_modified_end=None, days=None + ) -> None: + """Auxiliary function to write parquet schemas. Use it instead of + "_create_dataframe_from_parquet" in "read_all_data". + + :param path: S3 prefix (accepts Unix shell-style wildcards) + (e.g. s3://bucket/prefix) or list of S3 objects paths + (e.g. [s3://bucket/key0, s3://bucket/key1]). + :param partition_filter: Callback Function filters to apply on PARTITION + columns (PUSH-DOWN filter). This function MUST receive a single + argument (Dict[str, str]) where keys are partitions names and values + are partitions values. Partitions values will be always strings + extracted from S3. This function MUST return a bool, True to read + the partition or False to ignore it. Ignored if dataset=False. + :param columns: Names of columns to read from the file(s). + :param validate_schema: Check that individual file schemas are all the + same / compatible. Schemas within a folder prefix should all be the + same. Disable if you have schemas that are different and want to + disable this check. + :param last_modified_begin: Filter the s3 files by the Last modified + date of the object. The filter is applied only after list all s3 + files. + :param last_modified_end: Filter the s3 files by the Last modified date + of the object. The filter is applied only after list all s3 files. + :param days: Number of days to filter. + :type path: Union[str, List[str]] + :type partition_filter: Callable[[Dict[str, str]], bool], optional + :type columns: List[str], optional + :type validate_schema: bool, optional + :type last_modified_begin: datetime, optional + :type last_modified_end: datetime, optional + :type days: integer, optional + """ + if days: + last_modified_begin = datetime.now(tz=UTC) - timedelta(days=days) + + df = wr.s3.read_parquet( + path=path, + path_suffix="parquet", + ignore_empty=True, + validate_schema=validate_schema, + use_threads=True, + dataset=True, + columns=columns, + partition_filter=partition_filter, + last_modified_begin=last_modified_begin, + last_modified_end=last_modified_end, + chunked=1 + ) + + for itm in df: + try: + # Specify the condition or remove it: + if pd.api.types.is_string_dtype(itm["result_rate_unit"]): + print(pa.Schema.from_pandas(itm)) + pa.parquet.write_metadata( + pa.Schema.from_pandas(itm), + f"{C.PATH_TO_SCHEMAS}_tmp_schema" + ) + print(itm) + break + except KeyError: + pass + + @staticmethod + def _create_dataframe_from_parquet( + path, + partition_filter=None, + columns=None, + validate_schema=False, + last_modified_begin=None, + last_modified_end=None, + days=None, + schema=None ) -> pd.DataFrame: """Read parquet stored in S3 compatible storage and returns Pandas Dataframe. @@ -150,6 +257,7 @@ class Data: :param last_modified_end: Filter the s3 files by the Last modified date of the object. The filter is applied only after list all s3 files. :param days: Number of days to filter. + :param schema: Path to schema to use when reading data from the parquet. :type path: Union[str, List[str]] :type partition_filter: Callable[[Dict[str, str]], bool], optional :type columns: List[str], optional @@ -157,6 +265,7 @@ class Data: :type last_modified_begin: datetime, optional :type last_modified_end: datetime, optional :type days: integer, optional + :type schema: string :returns: Pandas DataFrame or None if DataFrame cannot be fetched. :rtype: DataFrame """ @@ -169,31 +278,38 @@ class Data: path=path, path_suffix="parquet", ignore_empty=True, + schema=schema, validate_schema=validate_schema, use_threads=True, dataset=True, columns=columns, partition_filter=partition_filter, last_modified_begin=last_modified_begin, - last_modified_end=last_modified_end + last_modified_end=last_modified_end, + dtype_backend="pyarrow" ) + df.info(verbose=True, memory_usage="deep") logging.debug( f"\nCreation of dataframe {path} took: {time() - start}\n" ) + except (ArrowInvalid, ArrowNotImplementedError) as err: + logging.error(f"Reading of data from parquets FAILED.\n{repr(err)}") except NoFilesFound as err: logging.error( + f"Reading of data from parquets FAILED.\n" f"No parquets found in specified time period.\n" f"Nr of days: {days}\n" f"last_modified_begin: {last_modified_begin}\n" - f"{err}" + f"{repr(err)}" ) except EmptyDataFrame as err: logging.error( + f"Reading of data from parquets FAILED.\n" f"No data in parquets in specified time period.\n" f"Nr of days: {days}\n" f"last_modified_begin: {last_modified_begin}\n" - f"{err}" + f"{repr(err)}" ) return df @@ -209,15 +325,31 @@ class Data: :rtype: dict(str: pandas.DataFrame) """ - lst_trending = list() - lst_iterative = list() - lst_coverage = list() + data_lists = { + "statistics": list(), + "trending": list(), + "iterative": list(), + "coverage": list() + } + logging.info("\n\nReading data:\n" + "-" * 13 + "\n") for data_set in self._data_spec: logging.info( - f"Reading data for {data_set['data_type']} " - f"{data_set['partition_name']} {data_set.get('release', '')}" + f"\n\nReading data for {data_set['data_type']} " + f"{data_set['partition_name']} {data_set.get('release', '')}\n" ) + schema_file = data_set.get("schema", None) + if schema_file: + try: + schema = pa.parquet.read_schema( + f"{C.PATH_TO_SCHEMAS}{schema_file}" + ) + except FileNotFoundError as err: + logging.error(repr(err)) + logging.error("Proceeding without schema.") + schema = None + else: + schema = None partition_filter = lambda part: True \ if part[data_set["partition"]] == data_set["partition_name"] \ else False @@ -229,51 +361,37 @@ class Data: path=data_set["path"], partition_filter=partition_filter, columns=data_set.get("columns", None), - days=time_period + days=time_period, + schema=schema ) - - if data_set["data_type"] == "statistics": - self._data["statistics"] = data - elif data_set["data_type"] == "trending": - lst_trending.append(data) - elif data_set["data_type"] == "iterative": - data["release"] = data_set["release"] - data["release"] = data["release"].astype("category") - lst_iterative.append(data) - elif data_set["data_type"] == "coverage": + if data_set["data_type"] in ("iterative", "coverage"): data["release"] = data_set["release"] data["release"] = data["release"].astype("category") - lst_coverage.append(data) - else: - raise NotImplementedError( - f"The data type {data_set['data_type']} is not implemented." - ) - self._data["iterative"] = pd.concat( - lst_iterative, - ignore_index=True, - copy=False - ) - self._data["trending"] = pd.concat( - lst_trending, - ignore_index=True, - copy=False - ) - self._data["coverage"] = pd.concat( - lst_coverage, - ignore_index=True, - copy=False - ) + data_lists[data_set["data_type"]].append(data) + logging.info( + "\n\nData post-processing, validation and summary:\n" + + "-" * 45 + "\n" + ) for key in self._data.keys(): - logging.info( - f"\nData frame {key}:" - f"\n{self._data[key].memory_usage(deep=True)}\n" - ) + logging.info(f"\n\nDataframe {key}:\n") + self._data[key] = pd.concat( + data_lists[key], + ignore_index=True, + copy=False + ) self._data[key].info(verbose=True, memory_usage="deep") + err_msg = self._validate_columns(key) + if err_msg: + self._data[key] = pd.DataFrame() + logging.error( + f"Data validation FAILED.\n" + f"{err_msg}\n" + "Generated dataframe replaced by an empty dataframe." + ) - mem_alloc = \ - resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1000 - logging.info(f"Memory allocation: {mem_alloc:.0f}MB") + mem_alloc = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1000 + logging.info(f"\n\nMemory allocation: {mem_alloc:.0f}MB\n") return self._data diff --git a/csit.infra.dash/app/cdash/data/data.yaml b/csit.infra.dash/app/cdash/data/data.yaml index 3100f1813d..03b61ac6b2 100644 --- a/csit.infra.dash/app/cdash/data/data.yaml +++ b/csit.infra.dash/app/cdash/data/data.yaml @@ -2,6 +2,7 @@ partition: stats_type partition_name: sra path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/stats + schema: statistics columns: - job - build @@ -11,6 +12,7 @@ partition: test_type partition_name: mrr path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/trending + schema: trending_mrr columns: - job - build @@ -29,6 +31,7 @@ partition: test_type partition_name: ndrpdr path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/trending + schema: trending_ndrpdr columns: - job - build @@ -58,6 +61,7 @@ partition: test_type partition_name: hoststack path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/trending + schema: trending_hoststack columns: - job - build @@ -81,50 +85,12 @@ partition_name: mrr release: rls2210 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2210 + schema: iterative_rls2210_mrr columns: - job - build - dut_type - dut_version - - hosts - - start_time - - passed - - test_id - - version - - result_receive_rate_rate_avg - - result_receive_rate_rate_stdev - - result_receive_rate_rate_unit - - result_receive_rate_rate_values -- data_type: iterative - partition: test_type - partition_name: mrr - release: rls2302 - path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2302 - columns: - - job - - build - - dut_type - - dut_version - - hosts - - start_time - - passed - - test_id - - version - - result_receive_rate_rate_avg - - result_receive_rate_rate_stdev - - result_receive_rate_rate_unit - - result_receive_rate_rate_values -- data_type: iterative - partition: test_type - partition_name: mrr - release: rls2306 - path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2306 - columns: - - job - - build - - dut_type - - dut_version - - hosts - start_time - passed - test_id @@ -138,12 +104,12 @@ partition_name: ndrpdr release: rls2210 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2210 + schema: iterative_rls2210_ndrpdr columns: - job - build - dut_type - dut_version - - hosts - start_time - passed - test_id @@ -164,15 +130,34 @@ - result_latency_forward_pdr_0_hdrh - data_type: iterative partition: test_type + partition_name: mrr + release: rls2302 + path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2302 + schema: iterative_rls2302_mrr + columns: + - job + - build + - dut_type + - dut_version + - start_time + - passed + - test_id + - version + - result_receive_rate_rate_avg + - result_receive_rate_rate_stdev + - result_receive_rate_rate_unit + - result_receive_rate_rate_values +- data_type: iterative + partition: test_type partition_name: ndrpdr release: rls2302 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2302 + schema: iterative_rls2302_ndrpdr columns: - job - build - dut_type - dut_version - - hosts - start_time - passed - test_id @@ -196,19 +181,17 @@ partition_name: hoststack release: rls2302 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2302 + schema: iterative_rls2302_hoststack columns: - job - build - dut_type - dut_version - - hosts - tg_type - result_bandwidth_unit - result_bandwidth_value - result_rate_unit - result_rate_value - # - result_latency_unit - # - result_latency_value - start_time - passed - test_id @@ -218,13 +201,13 @@ partition_name: ndrpdr release: rls2302 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/coverage_rls2302 + schema: coverage_rls2302_ndrpdr columns: - job - build - dut_type - dut_version - tg_type - - hosts - start_time - passed - test_id @@ -245,6 +228,7 @@ partition_name: device release: rls2302 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/coverage_rls2302 + schema: coverage_rls2302_device columns: - job - build @@ -255,15 +239,34 @@ - version - data_type: iterative partition: test_type + partition_name: mrr + release: rls2306 + path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2306 + schema: iterative_rls2306_mrr + columns: + - job + - build + - dut_type + - dut_version + - start_time + - passed + - test_id + - version + - result_receive_rate_rate_avg + - result_receive_rate_rate_stdev + - result_receive_rate_rate_unit + - result_receive_rate_rate_values +- data_type: iterative + partition: test_type partition_name: ndrpdr release: rls2306 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2306 + schema: iterative_rls2306_ndrpdr columns: - job - build - dut_type - dut_version - - hosts - start_time - passed - test_id @@ -287,19 +290,17 @@ partition_name: hoststack release: rls2306 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/iterative_rls2306 + schema: iterative_rls2306_hoststack columns: - job - build - dut_type - dut_version - - hosts - tg_type - result_bandwidth_unit - result_bandwidth_value - result_rate_unit - result_rate_value - # - result_latency_unit - # - result_latency_value - start_time - passed - test_id @@ -309,13 +310,13 @@ partition_name: ndrpdr release: rls2306 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/coverage_rls2306 + schema: coverage_rls2306_ndrpdr columns: - job - build - dut_type - dut_version - tg_type - - hosts - start_time - passed - test_id @@ -336,6 +337,7 @@ partition_name: device release: rls2306 path: s3://fdio-docs-s3-cloudfront-index/csit/parquet/coverage_rls2306 + schema: coverage_rls2306_device columns: - job - build diff --git a/csit.infra.dash/app/cdash/utils/constants.py b/csit.infra.dash/app/cdash/utils/constants.py index 926e490f6a..376fefaf3c 100644 --- a/csit.infra.dash/app/cdash/utils/constants.py +++ b/csit.infra.dash/app/cdash/utils/constants.py @@ -65,6 +65,9 @@ class Constants: # Data to be downloaded from the parquets specification file. DATA_SPEC_FILE = "cdash/data/data.yaml" + # Path to schemas to use when reading data from the parquet. + PATH_TO_SCHEMAS = "cdash/data/_metadata/" + # The file with tooltips. TOOLTIP_FILE = "cdash/utils/tooltips.yaml" diff --git a/csit.infra.dash/app/requirements.txt b/csit.infra.dash/app/requirements.txt index 74f7c5a7e2..96665c82ad 100644 --- a/csit.infra.dash/app/requirements.txt +++ b/csit.infra.dash/app/requirements.txt @@ -1,83 +1,57 @@ # AWS integration -awswrangler==2.19.0 -pip==23.0 +awswrangler==3.2.1 +pip==23.2.1 # Dash integration -dash==2.8.1 -dash-bootstrap-components==1.3.1 +dash==2.11.1 +dash-bootstrap-components==1.4.2 dash-core-components==2.0.0 dash-html-components==2.0.0 dash-renderer==1.9.1 dash-table==5.0.0 -numpy==1.23.4 -pandas==1.5.1 -plotly==5.13.0 +numpy==1.25.2 +pandas==2.0.3 +plotly==5.15.0 numexpr==2.8.4 -Bottleneck==1.3.6 +Bottleneck==1.3.7 # Web Application Integration -Flask==2.2.3 +Flask==2.2.5 Flask-Assets==2.0 Flask-Compress==1.13 Jinja2==3.1.2 libsass==0.22.0 -uWSGI==2.0.21 +uWSGI==2.0.22 webassets==2.0 # Web Application Dependencies -hdrhistogram==0.10.1 +hdrhistogram==0.10.2 python-dateutil==2.8.2 -PyYAML==6.0 +PyYAML==6.0.1 # PIP freeze -aenum==3.1.11 -aiohttp==3.8.1 -aiosignal==1.3.1 -asn1crypto==1.5.1 -async-timeout==4.0.2 -attrs==22.2.0 -backoff==2.2.1 -beautifulsoup4==4.11.2 -boto3==1.26.73 -botocore==1.29.73 +ansi2html==1.8.0 +boto3==1.28.17 +botocore==1.31.17 Brotli==1.0.9 -certifi==2022.12.7 -charset-normalizer==2.1.1 -click==8.1.3 -decorator==5.1.1 -et-xmlfile==1.1.0 -frozenlist==1.3.3 -gremlinpython==3.6.2 +certifi==2023.7.22 +charset-normalizer==3.2.0 +click==8.1.6 idna==3.4 -importlib-metadata==6.0.0 -isodate==0.6.1 itsdangerous==2.1.2 jmespath==1.0.1 -jsonpath-ng==1.5.3 -lxml==4.9.2 -MarkupSafe==2.1.2 -multidict==6.0.4 -nest-asyncio==1.5.6 -openpyxl==3.0.10 -opensearch-py==2.1.1 -packaging==23.0 +MarkupSafe==2.1.3 +nest-asyncio==1.5.7 +packaging==23.1 pbr==5.11.1 -pg8000==1.29.4 -ply==3.11 -progressbar2==4.2.0 -pyarrow==10.0.1 -PyMySQL==1.0.2 -python-utils==3.5.2 -pytz==2022.7.1 -redshift-connector==2.0.910 -requests==2.28.2 -requests-aws4auth==1.2.2 -s3transfer==0.6.0 -scramp==1.4.4 +pyarrow==12.0.1 +pytz==2023.3 +requests==2.31.0 +retrying==1.3.4 +s3transfer==0.6.1 six==1.16.0 -soupsieve==2.4 -tenacity==8.2.1 -urllib3==1.26.14 -Werkzeug==2.2.3 -yarl==1.8.2 -zipp==3.13.0
\ No newline at end of file +tenacity==8.2.2 +typing_extensions==4.7.1 +tzdata==2023.3 +urllib3==1.26.16 +Werkzeug==2.2.3
\ No newline at end of file |