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diff --git a/README b/README
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+++ /dev/null
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-Please visit http://g.co/magenta/maestro-dataset
diff --git a/augment_dataset.py b/augment_dataset.py
deleted file mode 100644
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--- a/augment_dataset.py
+++ /dev/null
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-#!/usr/bin/env python3
-"""
-Augment the piano dataset: for each original MIDI, create pitch/time/velocity variants.
-Output CSV is compatible with generate_prompt.py (includes system_prompt, user_prompt).
-If the input CSV lacks system_prompt/user_prompt, they are generated from canonical_composer/canonical_title.
-Augmentations are applied to ALL original rows (no random subset).
-"""
-
-import argparse
-import csv
-import random
-import mido
-import pandas as pd
-from pathlib import Path
-
-try:
-    from generate_prompt import SYSTEM_PROMPT, get_genre_from_title
-except ImportError:
-    SYSTEM_PROMPT = "You are a world-class piano composer. Please compose some music according to the user's description: "
-
-    def get_genre_from_title(title: str):
-        t = title.lower()
-        for keyword, label in _GENRE_KEYWORDS:
-            if keyword.lower() in t:
-                return label
-        return None
-
-    _GENRE_KEYWORDS = [
-        ("sonata", "sonata"), ("sonatas", "sonata"), ("sonate", "sonata"), ("son.", "sonata"), ("sonatina", "sonatina"),
-        ("prelude", "prelude"), ("preludes", "prelude"), ("prélude", "prelude"), ("préludes", "prelude"), ("prel.", "prelude"),
-        ("etude", "etude"), ("etudes", "etude"), ("étude", "etude"), ("études", "etude"), ("ètudes", "etude"),
-        ("nocturne", "nocturne"), ("nocturnes", "nocturne"), ("waltz", "waltz"), ("waltzes", "waltz"), ("valse", "waltz"),
-        ("mazurka", "mazurka"), ("ballade", "ballade"), ("scherzo", "scherzo"), ("impromptu", "impromptu"),
-        ("fantasy", "fantasy"), ("fantasie", "fantasy"), ("fantasia", "fantasy"), ("suite", "suite"), ("concerto", "concerto"),
-        ("variation", "variation"), ("variations", "variation"), ("var.", "variation"), ("fugue", "fugue"), ("chorale", "chorale"),
-        ("barcarolle", "barcarolle"), ("rhapsody", "rhapsody"), ("rhapsodie", "rhapsody"), ("caprice", "caprice"), ("capriccio", "capriccio"),
-        ("intermezzo", "intermezzo"), ("romance", "romance"), ("march", "march"), ("polonaise", "polonaise"),
-        ("toccata", "toccata"), ("bagatelle", "bagatelle"), ("rondo", "rondo"), ("minuet", "minuet"), ("gavotte", "gavotte"),
-        ("sarabande", "sarabande"), ("invention", "invention"), ("partita", "partita"), ("berceuse", "berceuse"), ("chaconne", "chaconne"),
-        ("moment musical", "moment musical"), ("moments musicaux", "moment musical"), ("dumka", "dumka"), ("elegie", "elegy"), ("elegy", "elegy"),
-        ("humoresque", "humoresque"), ("tarantella", "tarantella"), ("paraphrase", "paraphrase"), ("overture", "overture"),
-        ("arabesque", "arabesque"), ("carnaval", "carnaval"), ("kreisleriana", "kreisleriana"), ("pavan", "pavan"), ("duet", "duet"),
-        ("image", "image"), ("images", "image"), ("estampes", "estampes"), ("poème", "poème"), ("morceau", "morceau"), ("piece", "piece"), ("tango", "tango"),
-    ]
-
-
-def _ensure_prompt_columns(df: pd.DataFrame) -> pd.DataFrame:
-    """Ensure system_prompt and user_prompt exist; fill from canonical_composer/canonical_title if missing."""
-    if "system_prompt" not in df.columns:
-        df["system_prompt"] = ""
-    if "user_prompt" not in df.columns:
-        df["user_prompt"] = ""
-
-    need_prompt = df["user_prompt"].isna() | (df["user_prompt"].astype(str).str.strip() == "")
-    if not need_prompt.any():
-        return df
-
-    for idx in df.index[need_prompt]:
-        composer = str(df.at[idx, "canonical_composer"]).strip()
-        title = str(df.at[idx, "canonical_title"]).strip()
-        genre = get_genre_from_title(title)
-        df.at[idx, "system_prompt"] = SYSTEM_PROMPT
-        if genre is not None:
-            df.at[idx, "user_prompt"] = f"please generate a {genre} in the style of {composer}."
-        else:
-            df.at[idx, "user_prompt"] = f"please generate a piano piece in the style of {composer}."
-    return df
-
-
-def clamp(val, min_val=0, max_val=127):
-    return max(min_val, min(max_val, int(val)))
-
-
-def augment_pitch(midi_path, output_path, semitones):
-    try:
-        mid = mido.MidiFile(midi_path)
-        for track in mid.tracks:
-            for msg in track:
-                if msg.type in ["note_on", "note_off"]:
-                    msg.note = clamp(msg.note + semitones)
-        mid.save(output_path)
-        return True
-    except Exception as e:
-        print(f"Error augmenting pitch for {midi_path}: {e}")
-        return False
-
-
-def augment_time(midi_path, output_path, factor):
-    try:
-        mid = mido.MidiFile(midi_path)
-        for track in mid.tracks:
-            for msg in track:
-                msg.time = int(msg.time * factor)
-        mid.save(output_path)
-        return True
-    except Exception as e:
-        print(f"Error augmenting time for {midi_path}: {e}")
-        return False
-
-
-def augment_velocity(midi_path, output_path, factor):
-    try:
-        mid = mido.MidiFile(midi_path)
-        for track in mid.tracks:
-            for msg in track:
-                if msg.type == "note_on":
-                    msg.velocity = clamp(msg.velocity * factor)
-        mid.save(output_path)
-        return True
-    except Exception as e:
-        print(f"Error augmenting velocity for {midi_path}: {e}")
-        return False
-
-
-def main():
-    script_dir = Path(__file__).resolve().parent
-    default_root = script_dir.parent / "human_performance_dataset"
-
-    parser = argparse.ArgumentParser(
-        description="Augment the dataset: create pitch/time/velocity variants for ALL originals. CSV compatible with generate_prompt (system_prompt, user_prompt)."
-    )
-    parser.add_argument(
-        "input_csv",
-        type=Path,
-        nargs="?",
-        default=default_root / "with_prompt.csv",
-        help="Input CSV (default: human_performance_dataset/with_prompt.csv). Must have canonical_composer, canonical_title.",
-    )
-    parser.add_argument(
-        "output_csv",
-        type=Path,
-        nargs="?",
-        default=default_root / "augmented.csv",
-        help="Output CSV path (default: human_performance_dataset/augmented.csv).",
-    )
-    parser.add_argument(
-        "--dataset-root",
-        type=Path,
-        default=default_root,
-        help="Dataset root where midi_filename paths are resolved (default: human_performance_dataset/).",
-    )
-    parser.add_argument(
-        "--augmented-dir",
-        type=Path,
-        default=None,
-        help="Directory for augmented MIDI files (default: <dataset_root>/augmented).",
-    )
-    parser.add_argument(
-        "--max-sample",
-        type=int,
-        default=None,
-        help="Limit number of original files to process (for testing). By default process all.",
-    )
-    args = parser.parse_args()
-
-    dataset_root = Path(args.dataset_root)
-    augmented_dir = Path(args.augmented_dir) if args.augmented_dir else dataset_root / "augmented"
-    augmented_dir.mkdir(parents=True, exist_ok=True)
-
-    input_csv = Path(args.input_csv)
-    output_csv = Path(args.output_csv)
-    if not input_csv.exists():
-        raise FileNotFoundError(f"Input CSV not found: {input_csv}")
-
-    print(f"Loading CSV from {input_csv}...")
-    df = pd.read_csv(input_csv)
-
-    if "canonical_composer" not in df.columns or "canonical_title" not in df.columns:
-        raise ValueError("Input CSV must contain canonical_composer and canonical_title.")
-
-    df = _ensure_prompt_columns(df)
-
-    # Only process rows whose midi is not already under augmented/
-    original_mask = ~df["midi_filename"].astype(str).str.startswith("augmented/")
-    df_originals = df[original_mask]
-    all_indices = df_originals.index.tolist()
-
-    if args.max_sample is not None:
-        indices = random.sample(all_indices, min(len(all_indices), args.max_sample))
-        print(f"Testing: processing subset of {len(indices)} originals (--max-sample={args.max_sample}).")
-    else:
-        indices = all_indices
-        print(f"Processing ALL {len(indices)} original rows (full augmentation).")
-
-    new_rows = []
-
-    def out_rel_dir(original_midi_rel_path):
-        d = str(original_midi_rel_path)
-        if d.startswith("augmented/"):
-            d = d.replace("augmented/", "", 1)
-        return str(Path(d).parent) if Path(d).parent != Path(".") else ""
-
-    # Semitone options for pitch; we apply ALL of them to EVERY original
-    semitones_options = [-3, -2, -1, 1, 2, 3]
-    # 1. Pitch shift — ALL originals, 6 semitones each (-3,-2,-1,1,2,3)
-    print(f"Applying Pitch Shift to all {len(indices)} files (6 semitones each)...")
-    for idx in indices:
-        row = df.loc[idx].copy()
-        original_midi_rel_path = row["midi_filename"]
-        original_midi_path = dataset_root / original_midi_rel_path
-        if not original_midi_path.exists():
-            print(f"Warning: File not found {original_midi_path}, skipping.")
-            continue
-        selected_semitones = random.sample(semitones_options, 6)
-        rel_dir = out_rel_dir(original_midi_rel_path)
-        for semitone in selected_semitones:
-            suffix = f"_pitch_{semitone}"
-            filename = Path(original_midi_rel_path).stem + suffix + ".midi"
-            save_dir = augmented_dir / rel_dir
-            save_dir.mkdir(parents=True, exist_ok=True)
-            output_path = save_dir / filename
-            rel_output_path = str(Path("augmented") / rel_dir / filename).replace("\\", "/")
-            if augment_pitch(str(original_midi_path), str(output_path), semitone):
-                new_row = row.copy()
-                new_row["midi_filename"] = rel_output_path
-                new_row["audio_filename"] = ""
-                new_rows.append(new_row)
-
-    # 2. Time stretch — ALL originals, 5 factors each (0.8–1.2)
-    print(f"Applying Time Stretch to all {len(indices)} files (5 factors each)...")
-    for idx in indices:
-        row = df.loc[idx].copy()
-        original_midi_rel_path = row["midi_filename"]
-        original_midi_path = dataset_root / original_midi_rel_path
-        if not original_midi_path.exists():
-            continue
-        rel_dir = out_rel_dir(original_midi_rel_path)
-        factors = [round(random.uniform(0.8, 1.2), 5) for _ in range(5)]
-        for factor in factors:
-            suffix = f"_time_{factor:.2f}"
-            filename = Path(original_midi_rel_path).stem + suffix + ".midi"
-            save_dir = augmented_dir / rel_dir
-            save_dir.mkdir(parents=True, exist_ok=True)
-            output_path = save_dir / filename
-            rel_output_path = str(Path("augmented") / rel_dir / filename).replace("\\", "/")
-            if augment_time(str(original_midi_path), str(output_path), factor):
-                new_row = row.copy()
-                new_row["midi_filename"] = rel_output_path
-                new_row["audio_filename"] = ""
-                try:
-                    new_row["duration"] = float(row["duration"]) * factor
-                except (TypeError, ValueError):
-                    pass
-                new_rows.append(new_row)
-
-    # 3. Velocity scale — ALL originals, 5 factors each (0.9–1.1)
-    print(f"Applying Velocity Scale to all {len(indices)} files (5 factors each)...")
-    for idx in indices:
-        row = df.loc[idx].copy()
-        original_midi_rel_path = row["midi_filename"]
-        original_midi_path = dataset_root / original_midi_rel_path
-        if not original_midi_path.exists():
-            continue
-        rel_dir = out_rel_dir(original_midi_rel_path)
-        factors = [round(random.uniform(0.9, 1.1), 5) for _ in range(5)]
-        for factor in factors:
-            suffix = f"_vel_{factor:.2f}"
-            filename = Path(original_midi_rel_path).stem + suffix + ".midi"
-            save_dir = augmented_dir / rel_dir
-            save_dir.mkdir(parents=True, exist_ok=True)
-            output_path = save_dir / filename
-            rel_output_path = str(Path("augmented") / rel_dir / filename).replace("\\", "/")
-            if augment_velocity(str(original_midi_path), str(output_path), factor):
-                new_row = row.copy()
-                new_row["midi_filename"] = rel_output_path
-                new_row["audio_filename"] = ""
-                new_rows.append(new_row)
-
-    # Original rows + augmented rows
-    new_df = pd.DataFrame(new_rows)
-    final_df = pd.concat([df, new_df], ignore_index=True)
-    output_csv.parent.mkdir(parents=True, exist_ok=True)
-    final_df.to_csv(output_csv, index=False, encoding="utf-8")
-    print(f"Added {len(new_rows)} augmented rows. Saved {len(final_df)} total rows to {output_csv}")
-
-
-if __name__ == "__main__":
-    main()
diff --git a/augmented/2004/MIDI-Unprocessed_SMF_02_R1_2004_01-05_ORIG_MID--AUDIO_02_R1_2004_05_Track05_wav_pitch_1.midi b/augmented/2004/MIDI-Unprocessed_SMF_02_R1_2004_01-05_ORIG_MID--AUDIO_02_R1_2004_05_Track05_wav_pitch_1.midi
deleted file mode 100644
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--- a/augmented/2004/MIDI-Unprocessed_SMF_02_R1_2004_01-05_ORIG_MID--AUDIO_02_R1_2004_05_Track05_wav_pitch_1.midi
+++ /dev/null
@@ -1,3 +0,0 @@
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deleted file mode 100644
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--- a/augmented/2004/MIDI-Unprocessed_SMF_02_R1_2004_01-05_ORIG_MID--AUDIO_02_R1_2004_05_Track05_wav_pitch_2.midi
+++ /dev/null
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deleted file mode 100644
index 28440b06cf49d41e88871ceb80ca19230795ed68..0000000000000000000000000000000000000000
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--- a/augmented/2018/MIDI-Unprocessed_Schubert7-9_MID--AUDIO_16_R2_2018_wav_pitch_3.midi
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2b19aca365b0dc5481902e8228eace141978f69438357fc7f7d967786cf6a19c
-size 270155
diff --git a/dataset_preprocess.md b/dataset_preprocess.md
deleted file mode 100644
index 86b9d16cf7f9ea348dd55ac854de08e5e9a877d8..0000000000000000000000000000000000000000
--- a/dataset_preprocess.md
+++ /dev/null
@@ -1,59 +0,0 @@
-# Dataset preprocessing
-
-This directory covers: adding prompts to MAESTRO, augmenting the dataset, grouping by composer/genre, and generating the inference CSV.
-
----
-
-## MAESTRO: prompt generation
-
-Preprocess the MAESTRO dataset by adding a **prompt** per sample (genre, era, style). The script uses web search (DuckDuckGo) and an **OpenAI-compatible LLM** to produce one prompt per unique piece; all rows for that piece get the same prompt.
-
-- **Input:** MAESTRO CSV with `canonical_composer`, `canonical_title`.
-- **Output:** `with_prompt.csv` (adds `prompt` column).
-
-Set `OPENAI_API_KEY` and optionally `OPENAI_BASE_URL` / `OPENAI_MODEL` (e.g. DeepSeek). From repo root:
-
-```bash
-python3 dataset_preprocess/generate_description.py
-# or with a subset: python3 dataset_preprocess/generate_description.py --max_sample 5
-```
-
----
-
-## Augmentation: `augment_dataset.py`
-
-Creates pitch / time / velocity variants for each MIDI. Output is written to `augmented/` and a new CSV `augmented.csv` (compatible with prompts: includes `system_prompt`, `user_prompt`).
-
-- **Pitch shift:** ±1–3 semitones (3 variants per file).
-- **Time stretch:** 0.9×–1.1× (2 variants per file).
-- **Velocity scale:** 0.9×–1.1× (2 variants per file).
-
-```bash
-python3 dataset_preprocess/augment_dataset.py
-# default input: human_performance_dataset/with_prompt.csv
-python3 dataset_preprocess/augment_dataset.py --max_sample 5
-```
-
----
-
-## Grouping: `group_dataset.py`
-
-Copies MIDIs into a tree **composer / genre / filename.midi** (and optionally **augmented / composer / genre / …** for augmented files). Genre is taken from `user_prompt` (“please generate a &lt;genre&gt; in the style of …”) or `prompt`; writes `final.csv` under the dataset root with `midi_filename` = path under grouped.
-
-```bash
-python3 dataset_preprocess/group_dataset.py
-# default input: human_performance_dataset/augmented.csv
-# default output: human_performance_dataset/grouped/
-```
-
----
-
-## Inference CSV: `generate_prompt_batch` (in `src.dataset`)
-
-From a directory with structure **dir/composer/genre/** (e.g. `human_performance_dataset/grouped` or reference audio), build the prompts CSV used by batch inference.
-
-```bash
-uv run python3 -m src.dataset.generate_prompt_batch /path/to/dir --output ./human_performance_dataset/infer.csv --copies 20
-```
-
-Output columns: `composer`, `genre`, `system_prompt`, `user_prompt` (each composer/genre pair repeated `--copies` times for sampling).
diff --git a/generate_description.py b/generate_description.py
deleted file mode 100644
index 5b57bdf5c6cf224637da0fb09c23a2cc4d5b382b..0000000000000000000000000000000000000000
--- a/generate_description.py
+++ /dev/null
@@ -1,128 +0,0 @@
-import argparse
-import os
-import time
-import pandas as pd
-from openai import OpenAI
-from duckduckgo_search import DDGS
-
-parser = argparse.ArgumentParser(description="Generate prompts for MAESTRO pieces using an LLM.")
-parser.add_argument(
-    "--max_sample",
-    type=int,
-    default=None,
-    metavar="N",
-    help="Process only the first N unique pieces (default: process all).",
-)
-args = parser.parse_args()
-
-# 1. Configure API: OpenAI-compatible (Groq, DeepSeek, OpenAI, etc.)
-# Set your API key and base_url; change model name to match the provider.
-API_KEY = os.environ.get("OPENAI_API_KEY", "")
-BASE_URL = os.environ.get("OPENAI_BASE_URL", "https://api.deepseek.com")  # Groq
-MODEL_NAME = os.environ.get("OPENAI_MODEL", "deepseek-chat")  # Groq; e.g. deepseek-chat for DeepSeek
-
-client = OpenAI(api_key=API_KEY, base_url=BASE_URL)
-
-# 2. File path settings (MAESTRO dataset)
-dataset_dir = '/root/maestro-v3.0.0'
-input_file = os.path.join(dataset_dir, 'maestro-v3.0.0.csv')
-output_file = os.path.join(dataset_dir, 'with_prompt.csv')
-
-df_input = pd.read_csv(input_file)
-output_columns = list(df_input.columns) + ['prompt']
-
-# 3. Read or create progress
-# Resume logic: one prompt per (composer, title); if script stops, next run continues
-if os.path.exists(output_file):
-    df_output = pd.read_csv(output_file)
-    processed_pieces = set(zip(df_output['canonical_composer'], df_output['canonical_title']))
-    print(f"Detected existing progress, {len(processed_pieces)} pieces done. Resuming...")
-else:
-    processed_pieces = set()
-    df_input.iloc[:0].reindex(columns=output_columns).to_csv(
-        output_file, index=False, encoding='utf-8-sig'
-    )
-
-# Unique (composer, title) pairs to process
-unique_pieces = df_input.drop_duplicates(subset=['canonical_composer', 'canonical_title'])
-if args.max_sample is not None:
-    n = min(args.max_sample, len(unique_pieces))
-    unique_pieces = unique_pieces.sample(n=n, random_state=None).reset_index(drop=True)
-    print(f"Randomly selected {n} unique pieces (--max_sample={args.max_sample}).")
-total_pieces = len(unique_pieces)
-
-# Web search for factual grounding (RAG)
-ddgs = DDGS()
-
-# 4. Iterate and process (one API call per piece; same prompt for all rows of that piece)
-for piece_idx, (_, piece_row) in enumerate(unique_pieces.iterrows(), start=1):
-    composer = piece_row['canonical_composer']
-    title = piece_row['canonical_title']
-    piece_key = (composer, title)
-
-    if piece_key in processed_pieces:
-        continue
-
-    print(f"Processing piece [{piece_idx}/{total_pieces}]: {composer} — {title}")
-
-    # Step A: Web search for factual info (style, opus, era)
-    search_query = f"{composer} {title} musical style analysis key signature opus"
-    search_results_text = ""
-    try:
-        results = ddgs.text(search_query, max_results=3)
-        for res in results:
-            search_results_text += res.get("body", "") + "\n"
-        print(f"   🔍 Fetched search context ({len(search_results_text)} chars)")
-    except Exception as e:
-        print(f"   ⚠️ Search failed: {e}. Using model knowledge only.")
-        search_results_text = "No search results available."
-
-    time.sleep(1.0)  # Brief pause after search to avoid rate limits
-
-    # Step B: RAG prompt with search results
-    system_prompt = """You are a strict musicologist. Write a highly accurate reverse-prompt based EXCLUSIVELY on the search results.
-Rules:
-1. Exact Genre: Match the genre from the title (e.g., Sonata, Poème). No hallucinations.
-2. Opus Awareness: Respect the composer's specific period (Early/Middle/Late). Do not apply late-period traits to early works.
-3. Strict Harmony: Never use "atonal" if a key signature exists or if the piece is merely highly chromatic.
-4. No Stereotypes: Rely ONLY on the provided text."""
-
-    user_prompt = f"""
-Piece: '{title}' by '{composer}'
-Search Results: {search_results_text}
-
-Write a prompt under 100 words using this EXACT format:
-"Give me a song that is [2-3 adjectives], composed in the [Early/Middle/Late] [Composer] style. It should be a [Exact Genre] in the [Era] era, featuring [rhythm/instrumentation]. Incorporate [texture/melody/harmony traits], and a transition from [mood 1] to [mood 2]."
-"""
-
-    # 5. Call API and handle errors
-    max_retries = 3
-    for attempt in range(max_retries):
-        try:
-            response = client.chat.completions.create(
-                model=MODEL_NAME,
-                messages=[
-                    {"role": "system", "content": system_prompt},
-                    {"role": "user", "content": user_prompt},
-                ],
-                temperature=0.3,
-            )
-            result = (response.choices[0].message.content or "").strip()
-
-            # All rows for this (composer, title) get the same prompt; append to output CSV
-            mask = (df_input['canonical_composer'] == composer) & (df_input['canonical_title'] == title)
-            rows_to_append = df_input[mask].copy()
-            rows_to_append['prompt'] = result
-            rows_to_append.to_csv(output_file, mode='a', header=False, index=False, encoding='utf-8-sig')
-
-            print(f"✅ Success: {result[:50]}...")
-            break  # Success, exit retry loop
-
-        except Exception as e:
-            print(f"❌ Error: {e}. Retrying ({attempt + 1}/{max_retries})...")
-            time.sleep(10)  # Wait longer after error
-
-    # 6. Rate limit: brief pause after each request (tune for your provider)
-    time.sleep(1.0)
-
-print(f"🎉 Done! {total_pieces} piece(s) processed. Output: {output_file}")
\ No newline at end of file
diff --git a/generate_prompt.py b/generate_prompt.py
deleted file mode 100644
index 29e192e2260872e5b73e063982d4d393db14e66c..0000000000000000000000000000000000000000
--- a/generate_prompt.py
+++ /dev/null
@@ -1,200 +0,0 @@
-#!/usr/bin/env python3
-"""
-Add system_prompt and user_prompt columns to a CSV.
-- system_prompt: fixed instruction for the model.
-- user_prompt: "please generate a <genre> in the style of <composer>." or
-  "please generate a piano piece in the style of <composer>." when no genre is detected.
-Genre is inferred from canonical_title via keyword matching.
-"""
-
-import argparse
-import csv
-import os
-from pathlib import Path
-
-# Keywords to detect genre from canonical_title (case-insensitive substring).
-# First match wins; value is the label used in user_prompt (e.g. "sonata", "prelude").
-GENRE_KEYWORDS: list[tuple[str, str]] = [
-    ("sonata", "sonata"),
-    ("sonatas", "sonata"),
-    ("sonate", "sonata"),
-    ("son.", "sonata"),
-    ("sonatina", "sonatina"),
-    ("prelude", "prelude"),
-    ("preludes", "prelude"),
-    ("prélude", "prelude"),
-    ("préludes", "prelude"),
-    ("prel.", "prelude"),
-    ("etude", "etude"),
-    ("etudes", "etude"),
-    ("étude", "etude"),
-    ("études", "etude"),
-    ("ètudes", "etude"),
-    ("nocturne", "nocturne"),
-    ("nocturnes", "nocturne"),
-    ("waltz", "waltz"),
-    ("waltzes", "waltz"),
-    ("valse", "waltz"),
-    ("mazurka", "mazurka"),
-    ("mazurkas", "mazurka"),
-    ("ballade", "ballade"),
-    ("ballades", "ballade"),
-    ("scherzo", "scherzo"),
-    ("scherzi", "scherzo"),
-    ("impromptu", "impromptu"),
-    ("impromptus", "impromptu"),
-    ("fantasy", "fantasy"),
-    ("fantasie", "fantasy"),
-    ("fantaisie", "fantasy"),
-    ("fantasias", "fantasy"),
-    ("fantasia", "fantasy"),
-    ("suite", "suite"),
-    ("suites", "suite"),
-    ("concerto", "concerto"),
-    ("concertos", "concerto"),
-    ("variation", "variation"),
-    ("variations", "variation"),
-    ("var.", "variation"),
-    ("fugue", "fugue"),
-    ("fugues", "fugue"),
-    ("chorale", "chorale"),
-    ("choral", "chorale"),
-    ("barcarolle", "barcarolle"),
-    ("barcarolles", "barcarolle"),
-    ("rhapsody", "rhapsody"),
-    ("rhapsodies", "rhapsody"),
-    ("rhapsodie", "rhapsody"),
-    ("caprice", "caprice"),
-    ("caprices", "caprice"),
-    ("capriccio", "capriccio"),
-    ("intermezzo", "intermezzo"),
-    ("intermezzi", "intermezzo"),
-    ("romance", "romance"),
-    ("romances", "romance"),
-    ("march", "march"),
-    ("marches", "march"),
-    ("polonaise", "polonaise"),
-    ("polonaises", "polonaise"),
-    ("toccata", "toccata"),
-    ("toccatas", "toccata"),
-    ("bagatelle", "bagatelle"),
-    ("bagatelles", "bagatelle"),
-    ("rondo", "rondo"),
-    ("rondos", "rondo"),
-    ("minuet", "minuet"),
-    ("minuets", "minuet"),
-    ("gavotte", "gavotte"),
-    ("sarabande", "sarabande"),
-    ("invention", "invention"),
-    ("inventions", "invention"),
-    ("partita", "partita"),
-    ("partitas", "partita"),
-    ("berceuse", "berceuse"),
-    ("chaconne", "chaconne"),
-    ("moment musical", "moment musical"),
-    ("moments musicaux", "moment musical"),
-    ("dumka", "dumka"),
-    ("elegie", "elegy"),
-    ("elegy", "elegy"),
-    ("humoresque", "humoresque"),
-    ("tarantella", "tarantella"),
-    ("paraphrase", "paraphrase"),
-    ("overture", "overture"),
-    ("arabesque", "arabesque"),
-    ("carnaval", "carnaval"),
-    ("kreisleriana", "kreisleriana"),
-    ("pavan", "pavan"),
-    ("duet", "duet"),
-    ("image", "image"),
-    ("images", "image"),
-    ("estampes", "estampes"),
-    ("poème", "poème"),
-    ("morceau", "morceau"),
-    ("piece", "piece"),
-    ("tango", "tango"),
-]
-
-SYSTEM_PROMPT = "You are a world-class piano composer. Please compose some music according to the user's description: "
-
-
-def get_genre_from_title(title: str) -> str | None:
-    """Return the first matching genre label for title, or None."""
-    t = title.lower()
-    for keyword, label in GENRE_KEYWORDS:
-        if keyword.lower() in t:
-            return label
-    return None
-
-
-def main() -> None:
-    parser = argparse.ArgumentParser(
-        description="Add system_prompt and user_prompt columns to a CSV and write to an output folder."
-    )
-    parser.add_argument(
-        "input_csv",
-        type=Path,
-        nargs="?",
-        default=Path(__file__).resolve().parent.parent / "human_performance_dataset" / "maestro-v3.0.0.csv",
-        help="Path to the input CSV (default: human_performance_dataset/maestro-v3.0.0.csv).",
-    )
-    parser.add_argument(
-        "output_dir",
-        type=Path,
-        nargs="?",
-        default=Path(__file__).resolve().parent.parent / "human_performance_dataset",
-        help="Output folder where the new CSV will be written (default: human_performance_dataset/).",
-    )
-    parser.add_argument(
-        "-o",
-        "--output-name",
-        type=str,
-        default="with_prompt.csv",
-        help="Output CSV filename (default: same as input_csv basename).",
-    )
-    args = parser.parse_args()
-
-    input_path = args.input_csv
-    output_dir = args.output_dir
-    output_name = args.output_name or input_path.name
-    output_path = output_dir / output_name
-
-    if not input_path.exists():
-        raise FileNotFoundError(f"Input CSV not found: {input_path}")
-    output_dir.mkdir(parents=True, exist_ok=True)
-
-    rows: list[dict[str, str]] = []
-    with open(input_path, "r", encoding="utf-8") as f:
-        reader = csv.DictReader(f)
-        fieldnames = list(reader.fieldnames or [])
-        if "canonical_composer" not in fieldnames or "canonical_title" not in fieldnames:
-            raise ValueError(
-                "Input CSV must contain columns: canonical_composer, canonical_title"
-            )
-        for row in reader:
-            rows.append(dict(row))
-
-    if "system_prompt" not in fieldnames:
-        fieldnames.append("system_prompt")
-    if "user_prompt" not in fieldnames:
-        fieldnames.append("user_prompt")
-
-    for row in rows:
-        row["system_prompt"] = SYSTEM_PROMPT
-        composer = row.get("canonical_composer", "").strip()
-        title = row.get("canonical_title", "").strip()
-        genre = get_genre_from_title(title)
-        if genre is not None:
-            row["user_prompt"] = f"please generate a {genre} in the style of {composer}."
-        else:
-            row["user_prompt"] = f"please generate a piano piece in the style of {composer}."
-
-    with open(output_path, "w", encoding="utf-8", newline="") as f:
-        writer = csv.DictWriter(f, fieldnames=fieldnames, extrasaction="ignore")
-        writer.writeheader()
-        writer.writerows(rows)
-
-    print(f"Wrote {len(rows)} rows to {output_path}")
-
-
-if __name__ == "__main__":
-    main()
diff --git a/group_dataset.py b/group_dataset.py
deleted file mode 100644
index 4c12305772ae5b65f6ef6008a1008e25a6a00c0c..0000000000000000000000000000000000000000
--- a/group_dataset.py
+++ /dev/null
@@ -1,159 +0,0 @@
-#!/usr/bin/env python3
-"""
-Group dataset by composer and genre: copy each MIDI to
-  output_root / [augmented/] / composer / genre / filename.midi
-- If midi_filename contains "augmented", add "augmented" under output_root.
-- Genre is extracted from user_prompt ("please generate a X in the style of ...")
-  or from prompt ("It should be a/an X in ...") if user_prompt is missing.
-- If no genre found, use "no_genre".
-- Writes final.csv under output_root: same rows as copied, midi_filename = path under grouped, audio_filename dropped.
-"""
-
-import argparse
-import re
-import shutil
-import pandas as pd
-from pathlib import Path
-
-# Default roots (script_dir.parent / human_performance_dataset when run from project)
-def _default_root():
-    return Path(__file__).resolve().parent.parent / "human_performance_dataset"
-
-# user_prompt: "please generate a sonata in the style of ..." or "please generate a piano piece in ..."
-GENRE_IN_USER_PROMPT_RE = re.compile(
-    r"please generate a ([^.]+?) in the style of",
-    re.IGNORECASE
-)
-# Legacy prompt column: "It should be a Sonata in ..." or "It should be an Etude in ..."
-GENRE_IN_PROMPT_RE = re.compile(
-    r"It should be (?:a|an) ([^\s,]+) (?:in|-)",
-    re.IGNORECASE
-)
-
-
-def sanitize_dirname(s: str) -> str:
-    """Make string safe for use as directory name."""
-    if not s or not str(s).strip():
-        return "unknown"
-    s = str(s).strip()
-    for c in r'\/:*?"<>|':
-        s = s.replace(c, "_")
-    return s.strip("._") or "unknown"
-
-
-def get_genre_from_row(row: pd.Series) -> str | None:
-    """Extract genre from user_prompt (preferred) or prompt. Returns None if not found."""
-    # Prefer user_prompt: "please generate a sonata in the style of ..."
-    s = row.get("user_prompt")
-    if s and str(s).strip():
-        m = GENRE_IN_USER_PROMPT_RE.search(str(s))
-        if m:
-            return m.group(1).strip()
-    # Fallback: prompt column "It should be a/an X in ..."
-    s = row.get("prompt")
-    if s and str(s).strip():
-        m = GENRE_IN_PROMPT_RE.search(str(s))
-        if m:
-            return m.group(1).strip()
-    return None
-
-
-def main():
-    default_dataset = _default_root()
-
-    parser = argparse.ArgumentParser(
-        description="Group dataset: copy MIDIs to output_root/[augmented/]composer/genre/."
-    )
-    parser.add_argument(
-        "input_csv",
-        type=Path,
-        nargs="?",
-        default=default_dataset / "augmented.csv",
-        help="Input CSV with canonical_composer, midi_filename, prompt.",
-    )
-    parser.add_argument(
-        "--dataset-root",
-        type=Path,
-        default=default_dataset,
-        help="Root where midi_filename paths are resolved.",
-    )
-    parser.add_argument(
-        "--output-root",
-        type=Path,
-        default=default_dataset / "grouped",
-        help="Output root (default: <dataset>/grouped).",
-    )
-    args = parser.parse_args()
-
-    input_csv = Path(args.input_csv)
-    dataset_root = Path(args.dataset_root)
-    output_root = Path(args.output_root)
-
-    if not input_csv.exists():
-        raise FileNotFoundError(f"Input CSV not found: {input_csv}")
-
-    print(f"Loading {input_csv}...")
-    df = pd.read_csv(input_csv)
-
-    for col in ["canonical_composer", "midi_filename"]:
-        if col not in df.columns:
-            raise ValueError(f"CSV must contain column: {col}")
-
-    has_genre_source = "user_prompt" in df.columns or "prompt" in df.columns
-    if not has_genre_source:
-        print("Warning: no 'user_prompt' or 'prompt' column; all rows will use genre 'no_genre'.")
-
-    copied = 0
-    skipped = 0
-    final_rows = []
-
-    for idx, row in df.iterrows():
-        midi_rel = str(row["midi_filename"]).strip()
-        if not midi_rel:
-            skipped += 1
-            continue
-
-        src = dataset_root / midi_rel
-        if not src.exists():
-            print(f"Warning: missing {src}, skip.")
-            skipped += 1
-            continue
-
-        is_augmented = "augmented" in midi_rel
-        composer = sanitize_dirname(row["canonical_composer"])
-        genre = get_genre_from_row(row)
-        genre_dir = sanitize_dirname(genre) if genre else "no_genre"
-        # Output as .mid (source may be .midi)
-        filename = Path(midi_rel).stem + ".mid"
-
-        # Path under grouped (for final.csv midi_filename)
-        rel_parts = [composer, genre_dir, filename]
-        if is_augmented:
-            rel_parts.insert(0, "augmented")
-        grouped_rel = "/".join(rel_parts)
-
-        # output_root / [augmented/] / composer / genre / filename
-        out_dir = output_root / "augmented" / composer / genre_dir if is_augmented else output_root / composer / genre_dir
-        out_dir.mkdir(parents=True, exist_ok=True)
-        out_path = out_dir / filename
-        shutil.copy2(src, out_path)
-        copied += 1
-
-        # Row for final.csv: same as input but midi_filename -> grouped path, drop audio_filename
-        new_row = row.drop(labels=["audio_filename"], errors="ignore").to_dict()
-        new_row["midi_filename"] = grouped_rel
-        final_rows.append(new_row)
-
-    # Write final.csv under output_root (no audio_filename, midi_filename = path under grouped)
-    if final_rows:
-        out_cols = [c for c in df.columns if c != "audio_filename"]
-        final_df = pd.DataFrame(final_rows, columns=out_cols)
-        final_csv = default_dataset / "final.csv"
-        final_df.to_csv(final_csv, index=False, encoding="utf-8")
-        print(f"Wrote {final_csv} ({len(final_df)} rows).")
-
-    print(f"Done: copied {copied} files to {output_root}, skipped {skipped}.")
-
-
-if __name__ == "__main__":
-    main()