Create a search based document for RWKV-LM

.fdignore

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+.*
+*.{png,cff,json}
+LICENSE
+docs

docs/.gitignore

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+!.gitignore
+!*
+!*/*
+cache_db.json
+cache_tree.json
+vector_cache

docs/data/titles/2.json

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+{
+    "/RWKV-v5/demo.jsonl:178-180": "Language Processing AI: Bridging Communication Gaps",
+    "/RWKV-v5/demo.jsonl:18-18": "Treaty of Paris and Gerard Brantsen",
+    "/RWKV-v5/demo.jsonl:18-19": "Treaty of Paris (1783)",
+    "/RWKV-v5/demo.jsonl:180-180": "Labeling Conversation Formality",
+    "/RWKV-v5/demo.jsonl:180-181": "Formal Conversation Labeling",
+    "/RWKV-v5/demo.jsonl:181-181": "Balancing Drug Abuse Penalties and Patient Access",
+    "/RWKV-v5/demo.jsonl:181-182": "JSON Pair: Legalizing Marijuana, Conference Talk Scheduling",
+    "/RWKV-v5/demo.jsonl:2-2": "Stratification's Impact on Nutrient Mixing",
+    "/RWKV-v5/demo.jsonl:2-3": "Lakes and Nutrient Levels: High vs. Stratified",
+    "/RWKV-v5/demo.jsonl:20-21": "Interactive User-Assistant Q&A",
+    "/RWKV-v5/demo.jsonl:21-22": "Product Review Sentiment Analysis",
+    "/RWKV-v5/demo.jsonl:22-24": "AI Assistant Review Analyzer",
+    "/RWKV-v5/demo.jsonl:24-24": "Lonely Girl in the Park",
+    "/RWKV-v5/demo.jsonl:24-25": "Reasons for Inaction",
+    "/RWKV-v5/demo.jsonl:25-26": "Buffalo Springfield Box Set Details",
+    "/RWKV-v5/demo.jsonl:26-26": "George's Time-Hopping Adventure",
+    "/RWKV-v5/demo.jsonl:26-27": "George's Lava Escape",
+    "/RWKV-v5/demo.jsonl:27-27": "Loss and Blame: Victoria's Grief",
+    "/RWKV-v5/demo.jsonl:27-29": "Two Questions, Two Answers",
+    "/RWKV-v5/demo.jsonl:29-30": "HDTV's European Debut: Vienna Concert 2004",
+    "/RWKV-v5/demo.jsonl:3-3": "Master Xbox Screenshots with Game DVR",
+    "/RWKV-v5/demo.jsonl:30-30": "Harold's Horse Racing Victory",
+    "/RWKV-v5/demo.jsonl:30-31": "Heist and Hierarchy",
+    "/RWKV-v5/demo.jsonl:31-31": "Metropolitan Archbishop Roles and Responsibilities",
+    "/RWKV-v5/demo.jsonl:31-32": "AI Learns Ecclesiastical Jurisdiction and 'MGS V' Open-World",
+    "/RWKV-v5/demo.jsonl:32-33": "Eddy Merckx: Cycling's Unmatched Legend",
+    "/RWKV-v5/demo.jsonl:33-33": "Career Progression of Eddy Merckx",
+    "/RWKV-v5/demo.jsonl:33-34": "Eddy Merckx: Cycling Champion and Rainbow Jersey Holder",
+    "/RWKV-v5/demo.jsonl:34-35": "Frequency of \"a\" in Sentences",
+    "/RWKV-v5/demo.jsonl:35-35": "Starvation in a Town: Not Cardiff",
+    "/RWKV-v5/demo.jsonl:36-37": "Negative Review Verdict",
+    "/RWKV-v5/demo.jsonl:37-38": "Sentiment Analysis for Movie Reviews",
+    "/RWKV-v5/demo.jsonl:38-38": "Begin Again: A Mixed Review",
+    "/RWKV-v5/demo.jsonl:38-39": "Healing Melodies, Predictable Beats",
+    "/RWKV-v5/demo.jsonl:39-39": "Mouse Family's American Journey",
+    "/RWKV-v5/demo.jsonl:39-40": "Scotland's Revolutionary Moment",
+    "/RWKV-v5/demo.jsonl:4-5": "Capitalization Correction AI Demo",
+    "/RWKV-v5/demo.jsonl:40-40": "Scotland's Stunning Views and Funny Fanatics",
+    "/RWKV-v5/demo.jsonl:40-42": "Amphibian Quiz Hints: Chemicals",
+    "/RWKV-v5/demo.jsonl:42-42": "Mystery of the Zeko Dagger",
+    "/RWKV-v5/demo.jsonl:42-44": "Incomplete JSON Scenarios",
+    "/RWKV-v5/demo.jsonl:44-45": "NLP-Based Response Generator",
+    "/RWKV-v5/demo.jsonl:45-45": "The Breeders: A Turbulent History and Comeback",
+    "/RWKV-v5/demo.jsonl:46-46": "Removing Beetle Headlights",
+    "/RWKV-v5/demo.jsonl:46-47": "Removing Beetle Headlights: Step-by-Step Guide",
+    "/RWKV-v5/demo.jsonl:47-47": "Determining Tweet Sentiment",
+    "/RWKV-v5/demo.jsonl:47-48": "Restaurant JSON Data Snippet",
+    "/RWKV-v5/demo.jsonl:48-49": "Establishment Info Parser",
+    "/RWKV-v5/demo.jsonl:49-50": "Cloud Computing Project Topics: Research Abroad vs Domestic",
+    "/RWKV-v5/demo.jsonl:5-5": "Text Parsing Code: Breaks Down Company Details with English Formatting",
+    "/RWKV-v5/demo.jsonl:5-7": "Sentiment Analysis for Text Clarity",
+    "/RWKV-v5/demo.jsonl:50-51": "Saghar's 2,000+ Song Compositions",
+    "/RWKV-v5/demo.jsonl:51-51": "Paragraph Categorization: Artist Detection",
+    "/RWKV-v5/demo.jsonl:51-52": "Johnny's Sunday Lunch Activity",
+    "/RWKV-v5/demo.jsonl:52-52": "Johnny's Busy Weekend Activities",
+    "/RWKV-v5/demo.jsonl:52-53": "Title: \"Code as a Reflection\"",
+    "/RWKV-v5/demo.jsonl:53-53": "Christie's Rising Role in Trump's Organization",
+    "/RWKV-v5/demo.jsonl:53-54": "Trump's Campaign Prep and Melody Barnes' Past Roles",
+    "/RWKV-v5/demo.jsonl:54-55": "AI Handles Office Holder Questions",
+    "/RWKV-v5/demo.jsonl:55-55": "Billion-Dollar Bracket Odds: One in 9.2 Quintillion",
+    "/RWKV-v5/demo.jsonl:55-56": "Perfect Brackets: Billion-Dollar Challenge",
+    "/RWKV-v5/demo.jsonl:56-56": "Important Dates and Policies Shared",
+    "/RWKV-v5/demo.jsonl:56-57": "School Uniform Debate Analysis",
+    "/RWKV-v5/demo.jsonl:57-57": "Positive Review: G-Shock's Endurance",
+    "/RWKV-v5/demo.jsonl:58-58": "Private Security Patrol: Deterrent Against Johannesburg Crime",
+    "/RWKV-v5/demo.jsonl:58-59": "Security Firms Ownership in SA: A Borat-Inspired Proposal",
+    "/RWKV-v5/demo.jsonl:59-61": "Language Translation and \"Borat\" Fun",
+    "/RWKV-v5/demo.jsonl:61-62": "Task: Generate Entailing Sentences in Fiction Genre",
+    "/RWKV-v5/demo.jsonl:62-63": "Understanding FMLA Eligibility",
+    "/RWKV-v5/demo.jsonl:63-64": "FMLA Eligibility Criteria System",
+    "/RWKV-v5/demo.jsonl:64-65": "Joining a Sorority: Understanding Greek System and NPC",
+    "/RWKV-v5/demo.jsonl:65-67": "Sorority 101: Joining Process and Movie Facts",
+    "/RWKV-v5/demo.jsonl:67-69": "Geo-AI Question Bot",
+    "/RWKV-v5/demo.jsonl:69-69": "Mastering Ollie for 180 Skateboard Trick",
+    "/RWKV-v5/demo.jsonl:69-70": "Mastering the 180 Skateboard Trick",
+    "/RWKV-v5/demo.jsonl:7-7": "The Tenors' Journey: A Snapshot",
+    "/RWKV-v5/demo.jsonl:7-8": "Artist Group Evolution",
+    "/RWKV-v5/demo.jsonl:70-71": "Story Completion AI",
+    "/RWKV-v5/demo.jsonl:72-72": "AI Analyzes Giraffe Claim in St. Estevam Text",
+    "/RWKV-v5/demo.jsonl:72-73": "Restaurant Analysis Engine",
+    "/RWKV-v5/demo.jsonl:73-75": "Various Tasks and Thoughts",
+    "/RWKV-v5/demo.jsonl:75-75": "Sentence Analysis and Key Statements Alignment",
+    "/RWKV-v5/demo.jsonl:75-76": "Text-Based Verification Algorithm",
+    "/RWKV-v5/demo.jsonl:76-77": "Generate Sentence with Given Words",
+    "/RWKV-v5/demo.jsonl:77-77": "Oscars and Tom Cruise's Nominations",
+    "/RWKV-v5/demo.jsonl:77-79": "Entity Relationship Quiz: Mark Johnson",
+    "/RWKV-v5/demo.jsonl:79-79": "Customize Your Curry Soup",
+    "/RWKV-v5/demo.jsonl:79-81": "AI-Assisted Curry Guide",
+    "/RWKV-v5/demo.jsonl:8-8": "Content ID: Detecting Copyright Infringement in Videos",
+    "/RWKV-v5/demo.jsonl:81-82": "AnswerBot",
+    "/RWKV-v5/demo.jsonl:82-83": "Determine Entailment of Facts",
+    "/RWKV-v5/demo.jsonl:83-84": "Create a Restaurant Description",
+    "/RWKV-v5/demo.jsonl:84-85": "Merger of Betrusted and TruSecure Forms CyberTrust",
+    "/RWKV-v5/demo.jsonl:85-85": "Merger Forms CyberTrust: Betrusted & TruSecure Unite",
+    "/RWKV-v5/demo.jsonl:85-86": "Betrusted and TruSecure Merge to Form CyberTrust",
+    "/RWKV-v5/demo.jsonl:86-86": "Key Elements of Life Liquid Show Interview",
+    "/RWKV-v5/demo.jsonl:86-88": "AI Chatbot for Resistors and Character Identification",
+    "/RWKV-v5/demo.jsonl:88-89": "Cleverness Predicts Success",
+    "/RWKV-v5/demo.jsonl:89-90": "Pop Artist Tom UNK: Reclining Nudes and Tragic Loss",
+    "/RWKV-v5/demo.jsonl:9-9": "AI Analyzes Negative Book Review",
+    "/RWKV-v5/demo.jsonl:90-90": "Haltering a Horse: Step-by-Step Guide",
+    "/RWKV-v5/demo.jsonl:90-91": "Approaching Horses and End of First Crusade",
+    "/RWKV-v5/demo.jsonl:91-92": "Crusade's Impact and Linear Equation",
+    "/RWKV-v5/demo.jsonl:92-93": "Solving Linear Equations: -6c = 24",
+    "/RWKV-v5/demo.jsonl:93-94": "Algorithmic Premise Analysis",
+    "/RWKV-v5/demo.jsonl:94-94": "Boko Haram's Deadly Rampage in Baga",
+    "/RWKV-v5/demo.jsonl:94-95": "AI Trains on Boko Haram's Baga Attacks",
+    "/RWKV-v5/demo.jsonl:95-97": "Odd Multiplier",
+    "/RWKV-v5/demo.jsonl:97-98": "The Pickwick Papers",
+    "/RWKV-v5/demo.jsonl:98-98": "Multi-meaning of \"Feel\"",
+    "/RWKV-v5/demo.jsonl:99-100": "Judson's Invention and Task",
+    "/RWKV-v5/make_data.py": "Binary File Processing and Indexing with RWKV v5",
+    "/RWKV-v5/make_data.py:1-34": "RWKV Tokenization Tool",
+    "/RWKV-v5/make_data.py:100-133": "Shuffling Lines and Indexing Dataset",
+    "/RWKV-v5/make_data.py:134-158": "Exception-Handling DIX Decoder",
+    "/RWKV-v5/make_data.py:35-63": "RWKV-v5 Data Builder and Indexer",
+    "/RWKV-v5/make_data.py:64-99": "Prime Checker and Data Generator",
+    "/RWKV-v5/src/binidx.py": "Memory-Mapped Indexed Datasets: RWKV-v5 Binidx.py",
+    "/RWKV-v5/src/dataset.py": "RWKV Dataset: Model Training and Prediction",
+    "/RWKV-v5/src/dataset.py:1-25": "RWKV Dataset Class",
+    "/RWKV-v5/src/dataset.py:109-134": "Random Data Sampling in Dataset",
+    "/RWKV-v5/src/dataset.py:135-154": "Random Data Selection Algorithm",
+    "/RWKV-v5/src/dataset.py:155-177": "Slicing Data from Lists",
+    "/RWKV-v5/src/dataset.py:178-200": "Random Context Initialization and Masking",
+    "/RWKV-v5/src/dataset.py:26-42": "Data Processing with Version-Specific Chunks",
+    "/RWKV-v5/src/dataset.py:43-60": "Defining Dataset Class with Flexible Data Sizes",
+    "/RWKV-v5/src/dataset.py:61-80": "Building Token Arrays from Files",
+    "/RWKV-v5/src/dataset.py:81-107": "Vocabulary Initialization and JSON Conversion",
+    "/RWKV-v5/src/model.py": "DeepSpeed Transformer Optimization",
+    "/RWKV-v5/src/model.py:1-31": "PyTorch JIT Setup for RWKV-v5 Model",
+    "/RWKV-v5/src/model.py:120-138": "Time-Based Attention in RWKV-v5 Transformer Layer",
+    "/RWKV-v5/src/model.py:140-169": "Linear Layers and GroupNorm in RWKV-v5",
+    "/RWKV-v5/src/model.py:171-198": "Forward Pass Definition",
+    "/RWKV-v5/src/model.py:199-227": "MishGLU Layer Initialization",
+    "/RWKV-v5/src/model.py:228-256": "RWKV Model Architecture\nwith Time-Shifting, Mixing, & Mish",
+    "/RWKV-v5/src/model.py:257-276": "Dynamic Model Component Initialization",
+    "/RWKV-v5/src/model.py:278-305": "Implementing RWKV-v5 with Dropout and Attention",
+    "/RWKV-v5/src/model.py:306-338": "RWKV Model: L2Wrap Loss Computation",
+    "/RWKV-v5/src/model.py:32-55": "WKV-5 CUDA Kernel Integration",
+    "/RWKV-v5/src/model.py:339-366": "Dynamic Model Configurations in RWKV-v5",
+    "/RWKV-v5/src/model.py:367-394": "Dynamic Learning Rates Assignment",
+    "/RWKV-v5/src/model.py:395-412": "Dynamic Optimizer Groups",
+    "/RWKV-v5/src/model.py:413-425": "Optimizer Setup for Model",
+    "/RWKV-v5/src/model.py:425-449": "Initialize Adam Optimizer and Forward Function",
+    "/RWKV-v5/src/model.py:450-478": "Multi-Head Attention in Transformer Models",
+    "/RWKV-v5/src/model.py:480-503": "Training Step: Model Loss and Logits Calculation",
+    "/RWKV-v5/src/model.py:504-530": "Batch Loss Calculation with GPU Tracking",
+    "/RWKV-v5/src/model.py:531-559": "Model Weight Initialization",
+    "/RWKV-v5/src/model.py:56-82": "Forward-Backward Pass Model Implementation",
+    "/RWKV-v5/src/model.py:560-586": "Scaled Weight Initialization in RWKV Model",
+    "/RWKV-v5/src/model.py:587-594": "bfloat16 Conversion for Memory Efficiency",
+    "/RWKV-v5/src/model.py:83-95": "CUDA-Powered WKV-5 Model Initialization",
+    "/RWKV-v5/src/model.py:97-119": "RWKV_TimeMix_RWKV5 Class Definition",
+    "/RWKV-v5/src/trainer.py": "S3 Saving, Learning Rate Scheduling & Model Loading",
+    "/RWKV-v5/src/utils.py": "Prime Number Verification Tool",
+    "/RWKV-v5/tokenizer/rwkv_tokenizer.py": "RWKV Trie Tokenizer",
+    "/RWKV-v5/tokenizer/rwkv_tokenizer.py:1-32": "RWKV Trie Tokenizer",
+    "/RWKV-v5/tokenizer/rwkv_tokenizer.py:33-66": "RWKV TRIE Tokenizer: Efficient Indexing",
+    "/RWKV-v5/tokenizer/rwkv_tokenizer.py:68-103": "Trie-Based Tokenizer",
+    "/RWKV-v5/train.py": "Training RWKV Language Model with Pytorch Lightning",
+    "/RWKV-v5/train.py:1-23": "RWKV Language Model Training Setup",
+    "/RWKV-v5/train.py:104-126": "Training Script Configuration",
+    "/RWKV-v5/train.py:127-154": "Epoch Count Adjustment",
+    "/RWKV-v5/train.py:155-182": "Max-Value Model Loading",
+    "/RWKV-v5/train.py:183-200": "RWKV-5 Training Details",
+    "/RWKV-v5/train.py:201-226": "RWKV-v5 Training Setup",
+    "/RWKV-v5/train.py:227-256": "Model Training Environment Setup",
+    "/RWKV-v5/train.py:24-36": "RWKV-v5 Argument Parsing",
+    "/RWKV-v5/train.py:257-280": "Checkpoint Model Loader",
+    "/RWKV-v5/train.py:281-299": "Trainer Object Initialization for PyTorch Lightning",
+    "/RWKV-v5/train.py:300-309": "Train RWKV Model with Deepspeed",
+    "/RWKV-v5/train.py:37-49": "Training Parameters: RWKV-LM's \"train.py\"",
+    "/RWKV-v5/train.py:50-63": "Optimize ML Model Arguments with Argparse",
+    "/RWKV-v5/train.py:64-80": "Command Line Args for RWKV-v5 Training",
+    "/RWKV-v5/train.py:81-103": "Training RWKV-v5 with Arguments"
+}