Update backend/__init__.py

backend/__init__.py

@@ -1,81 +1,2 @@
-# === Inference components ===
-from .inference.process_beta import (
-    load_beta_matrix,
-    get_top_words_at_time,
-    get_top_words_over_time,
-    load_time_labels
-    )
-
-from .inference.indexing_utils import load_index
-from .inference.word_selector import (
-    get_interesting_words,
-    get_word_trend
-)
-from .inference.peak_detector import detect_peaks
-from .inference.doc_retriever import (
-    load_length_stats,
-    get_yearly_counts_for_word,
-    get_all_documents_for_word_year,
-    deduplicate_docs,
-    extract_snippet,
-    highlight,
-    get_docs_by_ids,
-)
-
-# === LLM components ===
-from .llm_utils.label_generator import label_topic_temporal, get_topic_labels
-from .llm_utils.token_utils import (
-    get_token_limit_for_model,
-    count_tokens,
-    estimate_avg_tokens_per_doc,
-    estimate_max_k,
-    estimate_max_k_fast
-    )
-from .llm_utils.summarizer import (
-    summarize_docs,
-    summarize_multiword_docs,
-    ask_multiturn_followup
-)
-from .llm.llm_router import (
-    list_supported_models,
-    get_llm
-)
-
-# === Dataset utilities ===
-from .datasets import dynamic_dataset
-from .datasets import preprocess
-from .datasets.utils import logger, _utils
-from .datasets.data import file_utils, download
-
-# === Evaluation ===
-from .evaluation.CoherenceModel_ttc import CoherenceModel_ttc
-from .evaluation.eval import TopicQualityAssessor
-
-# === Models ===
-from .models.DETM import DETM
-from .models.DTM_trainer import DTMTrainer
-from .models.CFDTM.CFDTM import CFDTM
-from .models.dynamic_trainer import DynamicTrainer
-
-__all__ = [
-    # Inference
-    "load_beta_matrix", "load_time_labels", "get_top_words_at_time", "get_top_words_over_time",
-    "load_index", "get_interesting_words", "get_word_trend", "detect_peaks",
-    "load_length_stats", "get_yearly_counts_for_word", "get_all_documents_for_word_year",
-    "deduplicate_docs", "extract_snippet", "highlight", "get_docs_by_ids",
-
-    # LLM
-    "summarize_docs", "summarize_multiword_docs", "ask_multiturn_followup",
-    "get_token_limit_for_model", "list_supported_models", "get_llm",
-    "label_topic_temporal", "get_topic_labels", "count_tokens",
-    "estimate_avg_tokens_per_doc", "estimate_max_k", "estimate_max_k_fast",
-
-    # Dataset
-    "dynamic_dataset", "preprocess", "logger","_utils", "file_utils", "download", 
-
-    # Evaluation
-    "CoherenceModel_ttc", "TopicQualityAssessor",
-
-    # Models
-    "DETM", "DTMTrainer", "CFDTM", "DynamicTrainer"
-]
+# This file is intentionally left empty.
+# It marks the 'backend' directory as a Python package.