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import random
import gradio as gr
import numpy as np
import rtmidi
import MIDI
import base64
import io
import os
from huggingface_hub import hf_hub_download
from midi_synthesizer import MidiSynthesizer

MAX_SEED = np.iinfo(np.int32).max

class MIDIManager:
    def __init__(self):
        self.soundfont_path = hf_hub_download(repo_id="skytnt/midi-model", filename="soundfont.sf2")
        self.synthesizer = MidiSynthesizer(self.soundfont_path)
        self.loaded_midi = {}  # Key: midi_id, Value: (file_path, midi_data)
        self.modified_files = []
        self.is_playing = False
        self.midi_in = rtmidi.MidiIn()
        self.midi_in.open_port(0) if self.midi_in.get_ports() else None
        self.midi_in.set_callback(self.midi_callback)
        self.live_notes = []
        self.example_files = self.load_example_midis()

    def load_example_midis(self):
        # Check for MIDI files in a local 'examples' directory or predefined paths
        example_dir = "examples"  # Adjust this path as needed
        examples = {}
        if os.path.exists(example_dir):
            for file in os.listdir(example_dir):
                if file.endswith(".mid") or file.endswith(".midi"):
                    midi_id = f"example_{len(examples)}"
                    file_path = os.path.join(example_dir, file)
                    examples[midi_id] = (file_path, MIDI.load(file_path))
        # Add a default example if none found
        if not examples:
            midi = MIDI.MIDIFile(1)
            midi.addTrack()
            midi.addNote(0, 0, 60, 0, 100, 100)  # C4 note
            examples["example_0"] = ("Simple C4.mid", midi)
        return examples

    def midi_callback(self, event, data=None):
        message, _ = event
        if len(message) >= 3 and message[0] & 0xF0 == 0x90:  # Note On
            note, velocity = message[1], message[2]
            if velocity > 0:
                self.live_notes.append((note, velocity, 0))

    def load_midi(self, file_path):
        midi = MIDI.load(file_path)
        midi_id = f"midi_{len(self.loaded_midi) - len(self.example_files)}"
        self.loaded_midi[midi_id] = (file_path, midi)
        return midi_id

    def extract_notes(self, midi):
        notes = []
        for track in midi.tracks:
            for event in track.events:
                if event.type == 'note_on' and event.velocity > 0:
                    notes.append((event.note, event.velocity, event.time))
        return notes

    def generate_variation(self, midi_id, length_factor=2, variation=0.3):
        if midi_id not in self.loaded_midi:
            return None
        _, midi = self.loaded_midi[midi_id]
        notes = self.extract_notes(midi)
        new_notes = []
        for _ in range(int(length_factor)):
            for note, vel, time in notes:
                if random.random() < variation:
                    new_note = min(127, max(0, note + random.randint(-2, 2)))
                    new_vel = min(127, max(0, vel + random.randint(-10, 10)))
                    new_notes.append((new_note, new_vel, time))
                else:
                    new_notes.append((note, vel, time))

        new_midi = MIDI.MIDIFile(1)
        new_midi.addTrack()
        for note, vel, time in new_notes:
            new_midi.addNote(0, 0, note, time, 100, vel)
        
        output = io.BytesIO()
        new_midi.writeFile(output)
        midi_data = base64.b64encode(output.getvalue()).decode('utf-8')
        self.modified_files.append(midi_data)
        return midi_data

    def apply_synth_effect(self, midi_data, effect, intensity):
        midi = MIDI.load(io.BytesIO(base64.b64decode(midi_data)))
        if effect == "tempo":
            factor = 1 + (intensity - 0.5) * 0.4
            for track in midi.tracks:
                for event in track.events:
                    event.time = int(event.time * factor)
        output = io.BytesIO()
        midi.writeFile(output)
        midi_data = base64.b64encode(output.getvalue()).decode('utf-8')
        self.modified_files.append(midi_data)
        return midi_data

    def play_with_loop(self, midi_data):
        self.is_playing = True
        midi_file = MIDI.load(io.BytesIO(base64.b64decode(midi_data)))
        while self.is_playing:
            self.synthesizer.play_midi(midi_file)
        return "Stopped"

    def stop_playback(self):
        self.is_playing = False
        return "Stopping..."

    def save_live_midi(self):
        if not self.live_notes:
            return None
        midi = MIDI.MIDIFile(1)
        midi.addTrack()
        time_cum = 0
        for note, vel, _ in self.live_notes:
            midi.addNote(0, 0, note, time_cum, 100, vel)
            time_cum += 100
        output = io.BytesIO()
        midi.writeFile(output)
        midi_data = base64.b64encode(output.getvalue()).decode('utf-8')
        self.modified_files.append(midi_data)
        self.live_notes = []
        return midi_data

midi_manager = MIDIManager()

def create_download_list():
    html = "<h3>Downloads</h3><ul>"
    for i, data in enumerate(midi_manager.modified_files):
        html += f'<li><a href="data:audio/midi;base64,{data}" download="midi_{i}.mid">MIDI {i}</a></li>'
    html += "</ul>"
    return html

def get_midi_choices():
    return [(os.path.basename(path), midi_id) for midi_id, (path, _) in midi_manager.loaded_midi.items()]

with gr.Blocks(theme=gr.themes.Soft()) as app:
    gr.Markdown("<h1>🎵 MIDI Composer 🎵</h1>")
    
    with gr.Tabs():
        # Tab 1: Load MIDI Files
        with gr.Tab("Load MIDI"):
            midi_files = gr.File(label="Upload MIDI Files", file_count="multiple")
            midi_list = gr.State({})
            file_display = gr.HTML(value="No files loaded")
            output = gr.Audio(label="Generated Preview", type="bytes", autoplay=True)
            
            def load_and_generate(files):
                midi_list_val = midi_manager.loaded_midi.copy()
                html = "<h3>Loaded Files</h3>"
                midi_data = None
                for file in files or []:
                    midi_id = midi_manager.load_midi(file.name)
                    midi_list_val[midi_id] = (file.name, midi_manager.loaded_midi[midi_id][1])
                    html += f"<div>{file.name}</div>"
                    midi_data = midi_manager.generate_variation(midi_id)
                return (midi_list_val, html, 
                        io.BytesIO(base64.b64decode(midi_data)) if midi_data else None, 
                        get_midi_choices())
            
            midi_files.change(load_and_generate, inputs=[midi_files], 
                            outputs=[midi_list, file_display, output, gr.State(get_midi_choices())])

        # Tab 2: Generate & Perform
        with gr.Tab("Generate & Perform"):
            midi_select = gr.Dropdown(label="Select MIDI", choices=get_midi_choices(), value=None)
            length_factor = gr.Slider(1, 5, value=2, step=1, label="Length Factor")
            variation = gr.Slider(0, 1, value=0.3, label="Variation")
            generate_btn = gr.Button("Generate")
            effect = gr.Radio(["tempo"], label="Effect", value="tempo")
            intensity = gr.Slider(0, 1, value=0.5, label="Intensity")
            apply_btn = gr.Button("Apply Effect")
            stop_btn = gr.Button("Stop Playback")
            output = gr.Audio(label="Preview", type="bytes", autoplay=True)
            status = gr.Textbox(label="Status", value="Ready")
            
            def update_dropdown(midi_list):
                return gr.update(choices=get_midi_choices())
            
            midi_list.change(update_dropdown, inputs=[midi_list], outputs=[midi_select])
            
            def generate(midi_id, length, var):
                if not midi_id:
                    return None, "Select a MIDI file"
                midi_data = midi_manager.generate_variation(midi_id, length, var)
                midi_manager.play_with_loop(midi_data)
                return io.BytesIO(base64.b64decode(midi_data)), "Playing"
            
            def apply_effect(midi_data, fx, inten):
                if not midi_data:
                    return None, "Generate a MIDI first"
                new_data = midi_manager.apply_synth_effect(midi_data.decode('utf-8'), fx, inten)
                midi_manager.play_with_loop(new_data)
                return io.BytesIO(base64.b64decode(new_data)), "Playing"
            
            generate_btn.click(generate, inputs=[midi_select, length_factor, variation], 
                              outputs=[output, status])
            apply_btn.click(apply_effect, inputs=[output, effect, intensity], 
                           outputs=[output, status])
            stop_btn.click(midi_manager.stop_playback, inputs=None, outputs=[status])

        # Tab 3: MIDI Input
        with gr.Tab("MIDI Input"):
            gr.Markdown("Play your MIDI keyboard to record notes")
            save_btn = gr.Button("Save Live MIDI")
            live_output = gr.Audio(label="Live MIDI", type="bytes", autoplay=True)
            
            def save_live():
                midi_data = midi_manager.save_live_midi()
                if midi_data:
                    midi_manager.play_with_loop(midi_data)
                    return io.BytesIO(base64.b64decode(midi_data))
                return None
            
            save_btn.click(save_live, inputs=None, outputs=[live_output])

        # Tab 4: Downloads
        with gr.Tab("Downloads"):
            downloads = gr.HTML(value="No files yet")
            def update_downloads(*args):
                return create_download_list()
            gr.on(triggers=[midi_files.change, generate_btn.click, apply_btn.click, save_btn.click], 
                  fn=update_downloads, inputs=None, outputs=[downloads])

    gr.Markdown("""
    <div style='text-align: center; margin-top: 20px;'>
        <img src='https://huggingface.co/front/assets/huggingface_logo-noborder.svg' alt='Hugging Face Logo' style='width: 50px;'><br>
        <strong>Hugging Face</strong><br>
        <a href='https://huggingface.co/models'>Models</a> | 
        <a href='https://huggingface.co/datasets'>Datasets</a> | 
        <a href='https://huggingface.co/spaces'>Spaces</a> | 
        <a href='https://huggingface.co/posts'>Posts</a> | 
        <a href='https://huggingface.co/docs'>Docs</a> | 
        <a href='https://huggingface.co/enterprise'>Enterprise</a> | 
        <a href='https://huggingface.co/pricing'>Pricing</a>
    </div>
    """)

app.queue().launch(inbrowser=True)