shiyu-coder/Kronos

Pattern Findings

207 matches across 8 categories. Click a row to expand file-level details.

Decorative Section Separators23 hits · 69 pts

Severity	File	Line	Snippet
MEDIUM	finetune/config.py	9	# =================================================================
MEDIUM	finetune/config.py	11	# =================================================================
MEDIUM	finetune/config.py	30	# =================================================================
MEDIUM	finetune/config.py	32	# =================================================================
MEDIUM	finetune/config.py	43	# =================================================================
MEDIUM	finetune/config.py	45	# =================================================================
MEDIUM	finetune/config.py	72	# =================================================================
MEDIUM	finetune/config.py	74	# =================================================================
MEDIUM	finetune/config.py	96	# =================================================================
MEDIUM	finetune/config.py	98	# =================================================================
MEDIUM	finetune/config.py	109	# =================================================================
MEDIUM	finetune/config.py	111	# =================================================================
MEDIUM	finetune/qlib_test.py	28	# =================================================================================
MEDIUM	finetune/qlib_test.py	30	# =================================================================================
MEDIUM	finetune/qlib_test.py	92	# =================================================================================
MEDIUM	finetune/qlib_test.py	94	# =================================================================================
MEDIUM	finetune/qlib_test.py	203	# =================================================================================
MEDIUM	finetune/qlib_test.py	205	# =================================================================================
MEDIUM	finetune/qlib_test.py	298	# =================================================================================
MEDIUM	finetune/qlib_test.py	300	# =================================================================================
MEDIUM	examples/get_akshare_date_2024-2025_x.py	619	# =====================================================
MEDIUM	examples/get_date_new.py	651	# =====================================================
MEDIUM	examples/prediction_akshare_2024-2025.py	532	# =========================================================

Hyper-Verbose Identifiers63 hits · 62 pts

Severity	File	Line	Snippet
LOW	tests/test_kronos_regression.py	46	def test_kronos_predictor_regression(context_len):
LOW	tests/test_kronos_regression.py	91	def test_kronos_predictor_mse(context_len, expected_mse):
LOW	examples/get_akshare_date_2024-2025_x.py	157	def parse_kline_data_directly(response_text, stock_code, start_year, end_year):
LOW	examples/get_akshare_date_2024-2025_x.py	353	def get_stock_data_with_retry(stock_code="002354", start_year=2024, end_year=2025, retry_count=2):
LOW	examples/prediction_new.py	664	def _get_default_market_analysis(self):
LOW	examples/prediction_new.py	672	def _get_default_sector_analysis(self):
LOW	examples/prediction_new.py	682	def _get_default_macro_analysis(self):
LOW	examples/prediction_new.py	689	def _get_default_fundamental_analysis(self):
LOW	examples/prediction_new.py	89	def get_stock_data_with_retry_all_history(stock_code="600580", retry_count=2):
LOW	examples/prediction_new.py	105	def create_realistic_fallback_data(stock_code="600580"):
LOW	examples/prediction_new.py	191	def save_all_history_stock_data(df, stock_code, save_dir):
LOW	examples/prediction_new.py	284	def calculate_prediction_parameters(df, target_days=60):
LOW	examples/prediction_new.py	333	def calculate_optimal_interval(min_val, max_val):
LOW	examples/prediction_new.py	363	def get_stock_price_reference(stock_code, current_price):
LOW	examples/prediction_new.py	600	def analyze_company_fundamentals(self, stock_code):
LOW	examples/prediction_new.py	651	def _calculate_trend_strength(self, df):
LOW	examples/prediction_new.py	702	def enhance_prediction_with_market_factors(
LOW	examples/prediction_new.py	757	def calculate_enhanced_adjustment_factor(market_analysis, sector_analysis, macro_analysis, fundamental_analysis):
LOW	examples/prediction_new.py	826	def create_comprehensive_market_report(enhancement_info, output_dir, stock_code):
LOW	examples/prediction_new.py	850	def generate_analysis_summary(enhancement_info):
LOW	examples/prediction_new.py	895	def plot_comprehensive_prediction(
LOW	examples/prediction_new.py	1148	def run_comprehensive_kronos_prediction(stock_code, stock_name, data_dir, pred_days, output_dir, history_years=1):
LOW	examples/prediction_new_GUI.py	959	def _get_default_market_analysis(self):
LOW	examples/prediction_new_GUI.py	967	def _get_default_sector_analysis(self):
LOW	examples/prediction_new_GUI.py	977	def _get_default_macro_analysis(self):
LOW	examples/prediction_new_GUI.py	984	def _get_default_fundamental_analysis(self):
LOW	examples/prediction_new_GUI.py	391	def get_stock_data_with_retry_all_history(stock_code="600580", retry_count=2):
LOW	examples/prediction_new_GUI.py	407	def create_realistic_fallback_data(stock_code="600580"):
LOW	examples/prediction_new_GUI.py	493	def save_all_history_stock_data(df, stock_code, save_dir):
LOW	examples/prediction_new_GUI.py	586	def calculate_prediction_parameters(df, target_days=60):
LOW	examples/prediction_new_GUI.py	616	def generate_trading_dates_only(last_date, pred_len):
LOW	examples/prediction_new_GUI.py	649	def calculate_optimal_interval(min_val, max_val):
LOW	examples/prediction_new_GUI.py	895	def analyze_company_fundamentals(self, stock_code):
LOW	examples/prediction_new_GUI.py	946	def _calculate_trend_strength(self, df):
LOW	examples/prediction_new_GUI.py	997	def smooth_prediction_results(prediction_df, historical_df, smooth_factor=0.3):
LOW	examples/prediction_new_GUI.py	1070	def apply_post_holiday_adjustment(prediction_df, future_dates, holiday_periods):
LOW	examples/prediction_new_GUI.py	1105	def validate_prediction_results(historical_df, prediction_df, max_price_change=0.3):
LOW	examples/prediction_new_GUI.py	1140	def run_comprehensive_prediction_gui(stock_code, stock_name, data_dir, pred_days, output_dir, history_years=1,
LOW	examples/prediction_new_GUI.py	1327	def enhance_prediction_with_market_factors(historical_df, prediction_df, stock_code, market_analyzer):
LOW	examples/prediction_new_GUI.py	1369	def calculate_enhanced_adjustment_factor(market_analysis, sector_analysis, macro_analysis, fundamental_analysis):
LOW	examples/prediction_new_GUI.py	1410	def create_comprehensive_market_report(enhancement_info, output_dir, stock_code):
LOW	examples/prediction_new_GUI.py	1433	def plot_optimized_prediction_gui(historical_df, base_pred_df, enhanced_pred_df, future_trading_dates,
LOW	examples/get_date_new.py	23	def get_stock_data_eastmoney_all_history(stock_code="002354"):
LOW	examples/get_date_new.py	147	def parse_kline_data_directly_all_history(response_text, stock_code):
LOW	examples/get_date_new.py	190	def get_stock_data_akshare_all_history(stock_code="002354"):
LOW	examples/get_date_new.py	243	def get_stock_data_baostock_all_history(stock_code="002354"):
LOW	examples/get_date_new.py	354	def get_stock_data_with_retry_all_history(stock_code="002354", retry_count=2):
LOW	examples/get_date_new.py	378	def create_sample_data_all_history(stock_code="002354"):
LOW	examples/get_date_new.py	504	def display_all_history_data_info(df, stock_code):
LOW	examples/get_date_new.py	566	def save_all_history_stock_data(df, stock_code, save_dir="D:/lianghuajiaoyi/Kronos/examples/data"):
LOW	examples/prediction_akshare_2024-2025.py	78	def calculate_prediction_parameters(df, target_days=100):
LOW	examples/prediction_akshare_2024-2025.py	112	def generate_future_dates_with_holidays(last_date, pred_len):
LOW	examples/prediction_akshare_2024-2025.py	152	def plot_prediction_with_details(kline_df, pred_df, future_dates, stock_code="002354", stock_name="股票", pred_len=100,
LOW	examples/prediction_akshare_2024-2025.py	312	def generate_prediction_report(close_df, volume_df, pred_df, future_dates, stock_code="002354", stock_name="股票",
LOW	examples/run_backtest_kronos.py	132	def calculate_trading_signals(self, hist_df, pred_df, threshold=0.02):
LOW	examples/yuce/historical_backtest.py	57	def simulate_model_prediction(self, df, lookback_days=60, pred_days=30):
LOW	examples/yuce/historical_backtest.py	104	def calculate_prediction_accuracy(self, results_df):
LOW	model/kronos.py	389	def auto_regressive_inference(tokenizer, model, x, x_stamp, y_stamp, max_context, pred_len, clip=5, T=1.0, top_k=0, top_
LOW	model/module.py	157	def get_hard_per_sample_entropy(self, zb_by_sample):
LOW	webui/templates/index.html	843	function setupSliderEventListeners() {
3 more matches not shown…

Excessive Try-Catch Wrapping39 hits · 38 pts

Severity	File	Line	Snippet
LOW	examples/get_akshare_date_2024-2025_x.py	152	except Exception as e:
LOW	examples/get_akshare_date_2024-2025_x.py	195	except Exception as e:
LOW	examples/get_akshare_date_2024-2025_x.py	256	except Exception as e:
LOW	examples/get_akshare_date_2024-2025_x.py	348	except Exception as e:
LOW	examples/prediction_new.py	84	except Exception as e:
LOW	examples/prediction_new.py	472	except Exception as e:
LOW	examples/prediction_new.py	543	except Exception as e:
LOW	examples/prediction_new.py	596	except Exception as e:
LOW	examples/prediction_new.py	647	except Exception as e:
LOW	examples/prediction_new.py	1172	except Exception as e:
LOW	examples/prediction_new.py	1295	except Exception as e:
LOW	examples/prediction_new_GUI.py	311	except Exception as e:
LOW	examples/prediction_new_GUI.py	386	except Exception as e:
LOW	examples/prediction_new_GUI.py	767	except Exception as e:
LOW	examples/prediction_new_GUI.py	838	except Exception as e:
LOW	examples/prediction_new_GUI.py	891	except Exception as e:
LOW	examples/prediction_new_GUI.py	942	except Exception as e:
LOW	examples/prediction_new_GUI.py	1176	except Exception as e:
LOW	examples/prediction_new_GUI.py	1319	except Exception as e:
LOW	examples/prediction_new_GUI.py	1611	except Exception as e:
LOW	examples/get_date_new.py	142	except Exception as e:
LOW	examples/get_date_new.py	184	except Exception as e:
LOW	examples/get_date_new.py	238	except Exception as e:
LOW	examples/get_date_new.py	349	except Exception as e:
LOW	examples/prediction_akshare_2024-2025.py	504	except Exception as e:
LOW	examples/run_backtest_kronos.py	408	except Exception as e:
LOW	examples/prediction_cn_markets_day.py	60	except Exception as e:
LOW	examples/yuce/historical_backtest.py	329	except Exception as e:
LOW	webui/run.py	84	except Exception as e:
LOW	webui/app.py	122	except Exception as e:
LOW	webui/app.py	205	except Exception as e:
LOW	webui/app.py	401	except Exception as e:
LOW	webui/app.py	489	except Exception as e:
LOW	webui/app.py	610	except Exception as e:
LOW	webui/app.py	623	except Exception as e:
LOW	webui/app.py	662	except Exception as e:
LOW	finetune_csv/train_sequential.py	308	except Exception as e:
MEDIUM	finetune_csv/train_sequential.py	310	print(f"Error occurred during training: {str(e)}")
LOW	finetune_csv/train_sequential.py	355	except Exception:

Unused Imports44 hits · 37 pts

Severity	File	Line
LOW	finetune/config.py	1
LOW	finetune/qlib_test.py	11
LOW	finetune/qlib_test.py	16
LOW	finetune/qlib_test.py	19
LOW	finetune/train_tokenizer.py	6
LOW	finetune/train_tokenizer.py	7
LOW	examples/get_akshare_date_2024-2025_x.py	4
LOW	examples/prediction_new.py	8
LOW	examples/prediction_new.py	10
LOW	examples/prediction_new.py	13
LOW	examples/prediction_new.py	13
LOW	examples/prediction_new.py	13
LOW	examples/prediction_new.py	13
LOW	examples/prediction_new_GUI.py	8
LOW	examples/prediction_new_GUI.py	10
LOW	examples/prediction_new_GUI.py	13
LOW	examples/prediction_new_GUI.py	13
LOW	examples/prediction_new_GUI.py	13
LOW	examples/prediction_new_GUI.py	13
LOW	examples/prediction_new_GUI.py	17
LOW	examples/prediction_new_GUI.py	19
LOW	examples/get_date_new.py	4
LOW	examples/run_backtest_kronos.py	6
LOW	examples/run_backtest_kronos.py	6
LOW	examples/yuce/historical_backtest.py	6
LOW	examples/yuce/historical_backtest.py	6
LOW	model/kronos.py	10
LOW	webui/run.py	15
LOW	webui/run.py	16
LOW	webui/run.py	17
LOW	webui/run.py	18
LOW	webui/run.py	19
LOW	webui/run.py	56
LOW	webui/run.py	56
LOW	webui/run.py	56
LOW	webui/app.py	3
LOW	finetune_csv/train_sequential.py	6
LOW	finetune_csv/train_sequential.py	7
LOW	finetune_csv/train_sequential.py	11
LOW	finetune_csv/train_sequential.py	15
LOW	finetune_csv/finetune_tokenizer.py	11
LOW	finetune_csv/finetune_base_model.py	5
LOW	finetune_csv/finetune_base_model.py	13
LOW	finetune_csv/finetune_base_model.py	21

Deep Nesting29 hits · 26 pts

Severity	File	Line
LOW	finetune/qlib_test.py	239
LOW	finetune/train_tokenizer.py	74
LOW	examples/get_akshare_date_2024-2025_x.py	23
LOW	examples/get_akshare_date_2024-2025_x.py	157
LOW	examples/get_akshare_date_2024-2025_x.py	384
LOW	examples/get_akshare_date_2024-2025_x.py	500
LOW	examples/prediction_new.py	333
LOW	examples/prediction_new.py	702
LOW	examples/prediction_new.py	476
LOW	examples/prediction_new_GUI.py	649
LOW	examples/prediction_new_GUI.py	1070
LOW	examples/prediction_new_GUI.py	1105
LOW	examples/prediction_new_GUI.py	771
LOW	examples/get_date_new.py	23
LOW	examples/get_date_new.py	147
LOW	examples/get_date_new.py	378
LOW	examples/get_date_new.py	504
LOW	examples/prediction_akshare_2024-2025.py	369
LOW	examples/run_backtest_kronos.py	158
LOW	examples/run_backtest_kronos.py	359
LOW	examples/yuce/historical_backtest.py	264
LOW	model/kronos.py	225
LOW	webui/app.py	78
LOW	webui/app.py	209
LOW	webui/app.py	342
LOW	webui/app.py	405
LOW	finetune_csv/config_loader.py	25
LOW	finetune_csv/finetune_tokenizer.py	151
LOW	finetune_csv/finetune_base_model.py	239

Redundant / Tautological Comments5 hits · 10 pts

Severity	File	Line	Snippet
LOW	finetune/qlib_data_preprocess.py	43	# Check if start_index lookbackw_window will cause negative index
LOW	finetune/qlib_data_preprocess.py	47	# Check if end_index exceeds the range of the array
LOW	finetune/qlib_data_preprocess.py	53	# Check if end_index+predictw_window will exceed the range of the array
LOW	webui/start.sh	8	# Check if Python is installed
LOW	webui/start.sh	14	# Check if in correct directory

Self-Referential Comments3 hits · 7 pts

Severity	File	Line	Snippet
MEDIUM	finetune/qlib_test.py	311	# Create a dedicated dictionary for this run's configuration
MEDIUM	model/kronos.py	129	mask = 2 ** torch.arange(self.codebook_dim//2, device=x1.device, dtype=torch.long) # Create a mask for bit e
MEDIUM	model/kronos.py	134	mask = 2 ** torch.arange(self.codebook_dim, device=x.device, dtype=torch.long) # Create a mask for bit extra

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet
MEDIUM	finetune/dataset.py	115	# Apply normalization and robust clipping to the entire sequence

Score History

Severity Breakdown

Pattern Findings