{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":70203,"databundleVersionId":8068726,"sourceType":"competition"}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"!pip install -q noisereduce\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nimport random\nfrom IPython.display import Audio\n\nimport noisereduce as nr\n\n\nfrom pydub import AudioSegment\nimport soundfile as sf","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:03:41.980333Z","iopub.execute_input":"2024-04-23T20:03:41.980767Z","iopub.status.idle":"2024-04-23T20:03:56.886899Z","shell.execute_reply.started":"2024-04-23T20:03:41.980735Z","shell.execute_reply":"2024-04-23T20:03:56.885537Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:73ca8e76-e575-43e3-91af-3322b35b7e88.png)\n<center><b>DJ BirdTrax</b></center>\n\n# This notebook generates labeled soundscapes out of the provided training data\n\n### Overlaps random segments of labeled training data\n### Only uses higher quality recordings that don't have secondary labels\n### Generates corresponding DF you should be able to score your model against\n* https://www.kaggle.com/code/richolson/birdclef-2024-exploring-scoring\n\n### Highly configurable for all your soundscape-generation needs!\n\n### By default 3x samples are overlapped for each present species\n* Done to assure bird call is actually present in 5-second segment","metadata":{},"attachments":{"73ca8e76-e575-43e3-91af-3322b35b7e88.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Example from \"unlabeled_soundscapes\"\n* Many different species overlapped!\n* We should replicate that...","metadata":{}},{"cell_type":"code","source":"Audio(\"/kaggle/input/birdclef-2024/unlabeled_soundscapes/1070680900.ogg\")","metadata":{"_kg_hide-input":true,"_kg_hide-output":false,"execution":{"iopub.status.busy":"2024-04-23T20:03:56.889907Z","iopub.execute_input":"2024-04-23T20:03:56.890300Z","iopub.status.idle":"2024-04-23T20:03:56.941714Z","shell.execute_reply.started":"2024-04-23T20:03:56.890265Z","shell.execute_reply":"2024-04-23T20:03:56.940057Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Some general setup...","metadata":{}},{"cell_type":"code","source":"audio_dir = \"/kaggle/input/birdclef-2024/train_audio/\"\ntrain_meta = pd.read_csv(\"/kaggle/input/birdclef-2024/train_metadata.csv\")\nsample_submit = pd.read_csv(\"/kaggle/input/birdclef-2024/sample_submission.csv\")\n\n#duration of entire soundscape file in ms\nsoundscape_length_ms = 4 * 60 * 1000\n\n#duration of audio segments in ms\nsegment_length_ms = 5 * 1000\n\n#we only use the \"validate\" portion of the split (change this to 1.0 to include all files)\n#can be useful if you want to use these soundscapes for actual validation (train you model on the other half)\nvalidate_split = 0.5","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:03:56.943114Z","iopub.execute_input":"2024-04-23T20:03:56.943529Z","iopub.status.idle":"2024-04-23T20:03:57.107305Z","shell.execute_reply.started":"2024-04-23T20:03:56.943496Z","shell.execute_reply":"2024-04-23T20:03:57.106100Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Soundscape generator behavior...","metadata":{}},{"cell_type":"code","source":"#self-explanatory\nfiles_to_generate = 100\n\n#setting this >1 causes that many files to be overlapped per species\n#the intent of this is to help assure an actual bird call occurs within the 5-second segment window\n#results seemed good with 2 or 3 overlapping samples\nfiles_to_overlap_per_species = 3\n\n#determines maximum different species that appear over an entire soundscape\n#presumably there are only so many different species at a given location...\nspecies_palette_size = 16\n\n#files with a quality rating under this in the metadata are dropped\nmin_quality = 4\n\n#max \"channels\" - determines max number of birds that may be active\n#typical channels active is less than this (see odds_channel_enabled)\nmax_simul_species_channels = 4\n\n#noise reduction settings (0.8 cuts noise without adding too much distortion)\n#enabling this slows down things about 5x!\nreduce_noise = False\nnoise_reduction_factor = 0.8\n\n#odds of a channel changing species in a given 5-second segment\n#small values cause species to persist between segments (1.0 = random species each segment)\nodds_of_species_change_per_channel = 0.3\n\n#odds of channel being evaluated for being turned on/off each period\n#effects average duration of channel staying in it's current on/off state\n#same species can persist on a channel even if it's inactive (off)\nodds_of_channel_enabled_eval = 0.4\n\n#odds of a channel being set active when evaluated\n#determines percentage of channels commonly active\nodds_channel_enabled = 0.7","metadata":{"execution":{"iopub.status.busy":"2024-04-23T20:03:57.110093Z","iopub.execute_input":"2024-04-23T20:03:57.110642Z","iopub.status.idle":"2024-04-23T20:03:57.118106Z","shell.execute_reply.started":"2024-04-23T20:03:57.110605Z","shell.execute_reply":"2024-04-23T20:03:57.116763Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load species","metadata":{"_kg_hide-input":false}},{"cell_type":"code","source":"species = sample_submit.columns[1:].tolist()\nprint(f\"{len(species)} species:\\n {species}\")","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-04-23T20:03:57.119677Z","iopub.execute_input":"2024-04-23T20:03:57.120110Z","iopub.status.idle":"2024-04-23T20:03:57.136343Z","shell.execute_reply.started":"2024-04-23T20:03:57.120068Z","shell.execute_reply":"2024-04-23T20:03:57.135062Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load the files - and do a train / validate split\n* We only use the validate portion of the data for the soundscapes\n* You could use the train portion of the data to train your model (then validate against the generated soundscapes)","metadata":{}},{"cell_type":"code","source":"def load_files(directory, species, split_ratio):\n    all_files = []\n\n    # Gather all files\n    for label in species:\n        path = os.path.join(directory, label)\n        label_files = [(os.path.join(path, file), species.index(label)) for file in os.listdir(path) if file.endswith('.ogg')]\n        all_files.extend(label_files)\n\n    # Shuffle all files to randomize input\n    random.seed(42)\n    random.shuffle(all_files)\n\n    # Calculate training and validation sizes\n    train_size = int(len(all_files) * split_ratio)\n    train_files = all_files[:train_size]\n    val_files = all_files[train_size:]\n\n    return train_files, val_files\n\ntrain_files, val_files = load_files(audio_dir, species, split_ratio=0.5)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:03:57.137827Z","iopub.execute_input":"2024-04-23T20:03:57.138194Z","iopub.status.idle":"2024-04-23T20:03:57.417356Z","shell.execute_reply.started":"2024-04-23T20:03:57.138163Z","shell.execute_reply":"2024-04-23T20:03:57.416196Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Drop any files that have secondary labels or don't meet quality rating\n* We are going to be randomly sampling / overlapping these - so want to start of clean","metadata":{}},{"cell_type":"code","source":"def filter_for_multilable_and_quality(file_label_pairs, min_quality=0):\n\n    filtered_files = []\n    for file_path, label_idx in file_label_pairs:\n        file_name = os.path.basename(file_path)  # Extract filename from path\n        species_folder = os.path.basename(os.path.dirname(file_path))  # Extract folder/species name\n\n        # Look up the file in the dataframe\n        file_meta = train_meta[train_meta['filename'] == f\"{species_folder}/{file_name}\"]\n        \n        primary_species = species[label_idx]\n        if file_meta['rating'].iloc[0] < min_quality:\n            continue  # Skip this file due to insufficient quality\n\n        if file_meta['secondary_labels'].iloc[0] != \"[]\":\n            continue  \n\n        filtered_files.append((file_path, label_idx))\n\n    return filtered_files\n\n#Just get the good files for train!\nval_files = filter_for_multilable_and_quality(val_files, min_quality=min_quality)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:03:57.418679Z","iopub.execute_input":"2024-04-23T20:03:57.419027Z","iopub.status.idle":"2024-04-23T20:05:02.887424Z","shell.execute_reply.started":"2024-04-23T20:03:57.418997Z","shell.execute_reply":"2024-04-23T20:05:02.886232Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Function to create soundscapes...","metadata":{}},{"cell_type":"code","source":"def create_layered_audio_montage(files, max_layers=max_simul_species_channels, gain_reduction=-15, over_sample = files_to_overlap_per_species, file_id=\"final_layered_montage\", verbose=False):\n\n    #decide what species might appear in this soundscape\n    species_palette = random.sample(species, species_palette_size)\n\n    # Create a DataFrame with columns for each species\n    columns = ['row_id'] + species\n    df_records = pd.DataFrame(columns=columns)\n    full_montage = AudioSegment.silent(duration=0)\n    \n    #initialize channels with species / status\n    all_channels = []\n    for i in range(max_layers):\n        all_channels.append((random.choice(species_palette), random.random() < odds_channel_enabled))\n\n    while len(full_montage) < soundscape_length_ms:\n\n        #update channels for this segment\n        channels_active = 0\n        for i in range(max_layers):\n            if (random.random() < odds_of_channel_enabled_eval):\n                all_channels[i] = (all_channels[i][0], random.random() < odds_channel_enabled)\n            if (random.random() < odds_of_species_change_per_channel):\n                all_channels[i] = ((random.choice(species_palette), all_channels[i][1]))\n            if all_channels[i][1] == True: channels_active +=1\n                \n            #make sure no channels have the same species\n            #if we do - disable the duplicate channel\n            for x in range(i):\n                if (all_channels[i][0] == all_channels[x][0]):\n                    all_channels[i] = (all_channels[i][0], False)\n        \n        #if all channels got turned off - force the first one on\n        if channels_active == 0: all_channels[0] = ((all_channels[0][0], True))\n                                        \n        active_species = {species: 0 for species in species}  # Dictionary to track active species\n        segments = []\n        \n        for i in range(max_layers):\n            #don't processs disabled channels\n            if (all_channels[i][1] == False):\n                continue\n                                   \n            chosen_species = all_channels[i][0]\n            \n            for species_repeat in range(over_sample):\n                chosen_files = [f for f, spec in files if spec == species.index(chosen_species)]\n                if not chosen_files:\n                    continue\n\n                chosen_file = random.choice(chosen_files)\n\n                audio_data, samplerate = sf.read(chosen_file, dtype='int16')\n\n                if reduce_noise:\n                    audio_data = nr.reduce_noise(y=audio_data, sr=samplerate, stationary=True, prop_decrease = noise_reduction_factor)\n\n                audio_segment = AudioSegment(\n                    audio_data.tobytes(), \n                    frame_rate=samplerate, \n                    sample_width=audio_data.dtype.itemsize, \n                    channels=len(audio_data.shape)\n                ) + gain_reduction\n\n                if len(audio_segment) >= segment_length_ms:\n                    start_point = random.randint(0, len(audio_segment) - segment_length_ms)\n                    segment = audio_segment[start_point:start_point + segment_length_ms]\n                    segments.append(segment)\n                    active_species[chosen_species] = 1  # Mark species as active for this segment\n\n        if segments:\n            #print status here (only after we've gotten segments)\n            if verbose: \n                print(int((len(full_montage) + segment_length_ms) / 1000), \"\\t\", end = \"\")\n                for channel in all_channels:\n                    if channel[1] == True: print (channel[0], \"  \\t  \", end = \"\")\n                    else: print (\"         \", \"  \\t  \", end = \"\")\n                print()\n            else: print (\".\", end=\"\")\n                \n            mixed_segment = segments[0]\n            for seg in segments[1:]:\n                mixed_segment = mixed_segment.overlay(seg)\n\n            segment_end_time = len(full_montage) + len(mixed_segment)\n            full_montage += mixed_segment\n\n            # Prepare record for DataFrame\n            record = {'row_id': f\"{file_id}_{int(segment_end_time / 1000)}\"}\n            record.update(active_species)\n            new_row = pd.DataFrame([record], columns=columns)\n            df_records = pd.concat([df_records, new_row], ignore_index=True)\n\n    return full_montage, df_records","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:05:02.889136Z","iopub.execute_input":"2024-04-23T20:05:02.889962Z","iopub.status.idle":"2024-04-23T20:05:02.914254Z","shell.execute_reply.started":"2024-04-23T20:05:02.889926Z","shell.execute_reply":"2024-04-23T20:05:02.913021Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Test with default settings\n* 4 simultaneous species max (1-3 typical)\n* 3-different files are overlapped per-species (up to 12 overlapped 5-second segments)","metadata":{}},{"cell_type":"code","source":"montage_audio, montage_df = create_layered_audio_montage(val_files, file_id=\"234235\", verbose=True)","metadata":{"_kg_hide-output":false,"execution":{"iopub.status.busy":"2024-04-23T20:05:02.916369Z","iopub.execute_input":"2024-04-23T20:05:02.916749Z","iopub.status.idle":"2024-04-23T20:05:08.537159Z","shell.execute_reply.started":"2024-04-23T20:05:02.916717Z","shell.execute_reply":"2024-04-23T20:05:08.535015Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# How does that sound?","metadata":{}},{"cell_type":"code","source":"display(Audio(montage_audio.export(format=\"ogg\").read(), rate=montage_audio.frame_rate))","metadata":{"execution":{"iopub.status.busy":"2024-04-23T20:05:08.538977Z","iopub.status.idle":"2024-04-23T20:05:08.539976Z","shell.execute_reply.started":"2024-04-23T20:05:08.539682Z","shell.execute_reply":"2024-04-23T20:05:08.539709Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Let's look at the returned dataframe...\n* Showing just the columns we had active birds (for clarity)\n* Same format as submission - intent is to be able to use this for validation...","metadata":{}},{"cell_type":"code","source":"non_zero_cols = montage_df.columns[montage_df.astype(bool).any()]\nmontage_df[non_zero_cols]","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-23T20:05:08.541654Z","iopub.status.idle":"2024-04-23T20:05:08.542563Z","shell.execute_reply.started":"2024-04-23T20:05:08.542261Z","shell.execute_reply":"2024-04-23T20:05:08.542285Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Add a few more species...\n* 8 simultaneous species max (~4-5 typical)\n* Reduce to 2x samples per species","metadata":{}},{"cell_type":"code","source":"montage_audio, montage_df = create_layered_audio_montage(val_files, max_layers = 8, over_sample = 2, file_id=\"234235\")\ndisplay(Audio(montage_audio.export(format=\"ogg\").read(), rate=montage_audio.frame_rate))","metadata":{"execution":{"iopub.status.busy":"2024-04-23T20:05:08.544244Z","iopub.status.idle":"2024-04-23T20:05:08.545201Z","shell.execute_reply.started":"2024-04-23T20:05:08.544907Z","shell.execute_reply":"2024-04-23T20:05:08.544932Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Generate some soundscapes - and save out their labels in a CSV!\n* Using default settings here\n* Don't be concerned if the DF preview is all 0's (there are a lot of species - and only a few active each row)","metadata":{}},{"cell_type":"code","source":"columns = ['row_id'] + species\nsoundscapes_df = pd.DataFrame(columns=columns)\n    \nfor i in range(files_to_generate):\n    file_id = f\"{i}\"\n    montage_audio, montage_df = create_layered_audio_montage(val_files, file_id=file_id, verbose=False)\n    montage_audio.export(f\"{file_id}.ogg\", format=\"ogg\")\n    soundscapes_df = pd.concat([soundscapes_df, montage_df], ignore_index=True)\n    print(\"\")\n    \nsoundscapes_df.to_csv('labeled_soundscapes.csv', index=False)\nsoundscapes_df","metadata":{"execution":{"iopub.status.busy":"2024-04-23T20:05:08.547163Z","iopub.status.idle":"2024-04-23T20:05:08.548112Z","shell.execute_reply.started":"2024-04-23T20:05:08.547828Z","shell.execute_reply":"2024-04-23T20:05:08.547854Z"},"trusted":true},"execution_count":null,"outputs":[]}]}