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README.md

@@ -1,13 +1 @@
----
-title: Bird Identifier
-emoji: 🏆
-colorFrom: yellow
-colorTo: blue
-sdk: gradio
-sdk_version: 6.2.0
-app_file: app.py
-pinned: false
-license: mit
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# bird-identifier-using-cnn

app.py

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+import streamlit as st
+import torch
+import torchaudio
+import numpy as np
+from PIL import Image
+import io
+import json
+
+# ================== PAGE CONFIG ==================
+st.set_page_config(
+    page_title="Mumbai Bird Call Identifier",
+    page_icon="🐦",
+    layout="centered"
+)
+
+# ================== LOAD MODEL & LABEL MAP ==================
+@st.cache_resource
+def load_model_and_map():
+    # Load the checkpoint
+    checkpoint = torch.load("multi_species_model.pth", map_location="cpu")
+    
+    # Re-create the model architecture
+    model = torch.hub.load('pytorch/vision:v0.10.0', 'mobilenet_v3_small', pretrained=False)
+    num_classes = len(checkpoint['label_map'])
+    model.classifier[3] = torch.nn.Linear(model.classifier[3].in_features, num_classes)
+    model.load_state_dict(checkpoint['model_state_dict'])
+    model.eval()
+    
+    # Get class names (scientific names)
+    class_names = list(checkpoint['label_map'].keys())
+    
+    return model, class_names
+
+model, class_names = load_model_and_map()
+
+# ================== MEL TRANSFORM (same as training) ==================
+mel_transform = torchaudio.transforms.MelSpectrogram(
+    sample_rate=22050,
+    n_fft=512,
+    win_length=512,
+    hop_length=256,
+    f_min=50,
+    f_max=11000,
+    n_mels=128,
+    norm='slaney',
+    mel_scale='slaney'
+)
+db_transform = torchaudio.transforms.AmplitudeToDB(stype='power', top_db=80)
+full_transform = torch.nn.Sequential(mel_transform, db_transform)
+
+# ================== APP UI ==================
+st.title("🐦 Mumbai Balcony Bird Call Identifier")
+st.markdown("""
+Trained on **204 Indian bird species** from real urban recordings in Mumbai & Maharashtra.  
+Just record 5 seconds from your phone or laptop microphone!
+""")
+
+audio_data = st.experimental_audio_input("Click and record 5 seconds", duration=5)
+
+if audio_data:
+    st.audio(audio_data, format="audio/wav")
+    
+    with st.spinner("Processing audio and predicting..."):
+        # Load audio from bytes
+        waveform, original_sr = torchaudio.load(io.BytesIO(audio_data.getvalue()))
+        
+        # Resample to 22050
+        if original_sr != 22050:
+            waveform = torchaudio.functional.resample(waveform, original_sr, 22050)
+        
+        # Mono
+        if waveform.shape[0] > 1:
+            waveform = waveform.mean(0, keepdim=True)
+        
+        # Pad or truncate to exactly 5 seconds
+        target_samples = 22050 * 5
+        if waveform.shape[1] < target_samples:
+            waveform = torch.nn.functional.pad(waveform, (0, target_samples - waveform.shape[1]))
+        else:
+            waveform = waveform[:, :target_samples]
+        
+        # Compute Mel spectrogram
+        mel = full_transform(waveform)  # (1, 128, time)
+        mel = mel.squeeze(0)  # (128, time)
+        
+        # Normalize for visualization
+        mel_min = mel.min()
+        mel_max = mel.max()
+        mel_norm = (mel - mel_min) / (mel_max - mel_min + 1e-8)
+        
+        # Prepare for model: resize to 224x224, add batch & RGB channels
+        mel_input = mel.unsqueeze(0).unsqueeze(0)  # (1, 1, 128, time)
+        mel_input = torch.nn.functional.interpolate(mel_input, size=(224, 224), mode='bilinear', align_corners=False)
+        mel_input = mel_input.repeat(1, 3, 1, 1)  # to RGB
+        
+        # Inference
+        with torch.no_grad():
+            output = model(mel_input)
+            probs = torch.nn.functional.softmax(output[0], dim=0)
+            top5_probs, top5_idx = torch.topk(probs, 5)
+        
+        # Display results
+        st.success("Top 5 Predictions")
+        for i in range(5):
+            species = class_names[top5_idx[i]]
+            confidence = top5_probs[i].item()
+            st.markdown(f"**{species}** — {confidence:.1%}")
+        
+        # Show spectrogram
+        mel_vis = mel_norm.cpu().numpy()
+        st.image(mel_vis, caption="Your audio as Mel Spectrogram", use_column_width=True, clamp=True)
+
+else:
+    st.info("Press the microphone button above to record a 5-second bird call!")
+
+st.markdown("---")
+st.caption("Model trained on 8000+ real urban recordings from xeno-canto (Mumbai & Maharashtra area).")

data_file.txt

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+{
+    "1065199": "Funambulus palmarum",
+    "934128": "Tarbinskiellus portentosus",
+    "928661": "Duttaphrynus melanostictus",
+    "928658": "Duttaphrynus melanostictus",
+    "667381": "Dendrocygna javanica",
+    "577361": "Tadorna ferruginea",
+    "577358": "Tadorna ferruginea",
+    "577357": "Tadorna ferruginea",
+    "571156": "Anas poecilorhyncha",
+    "195759": "Anas poecilorhyncha",
+    "312771": "Galloperdix spadicea",
+    "574340": "Gallus sonneratii",
+    "574339": "Gallus sonneratii",
+    "574336": "Gallus sonneratii",
+    "574335": "Gallus sonneratii",
+    "574331": "Gallus sonneratii",
+    "574328": "Gallus sonneratii",
+    "574318": "Gallus sonneratii",
+    "315635": "Gallus sonneratii",
+    "332453": "Ortygornis pondicerianus",
+    "662750": "Francolinus pictus",
+    "338333": "Francolinus pictus",
+    "747786": "Francolinus pictus",
+    "592695": "Francolinus pictus",
+    "571151": "Francolinus pictus",
+    "428896": "Francolinus pictus",
+    "672092": "Coturnix coromandelica",
+    "592654": "Coturnix coromandelica",
+    "592653": "Coturnix coromandelica",
+    "592651": "Coturnix coromandelica",
+    "592633": "Coturnix coromandelica",
+    "592632": "Coturnix coromandelica",
+    "672093": "Perdicula asiatica",
+    "207015": "Perdicula asiatica",
+    "575166": "Caprimulgus indicus",
+    "574744": "Caprimulgus indicus",
+    "575191": "Caprimulgus indicus",
+    "575179": "Caprimulgus indicus",
+    "575171": "Caprimulgus indicus",
+    "575163": "Caprimulgus indicus",
+    "157465": "Caprimulgus atripennis",
+    "73507": "Caprimulgus atripennis",
+    "121242": "Caprimulgus atripennis",
+    "569707": "Caprimulgus asiaticus",
+    "318987": "Caprimulgus asiaticus",
+    "425063": "Cypsiurus balasiensis",
+    "574610": "Apus affinis",
+    "574608": "Apus affinis",
+    "574605": "Apus affinis",
+    "584332": "Centropus sinensis",
+    "528954": "Centropus sinensis",
+    "195756": "Centropus sinensis",
+    "195753": "Centropus sinensis",
+    "464298": "Centropus sinensis",
+    "207249": "Centropus sinensis",
+    "585187": "Eudynamys scolopaceus",
+    "553185": "Eudynamys scolopaceus",
+    "540848": "Eudynamys scolopaceus",
+    "538078": "Eudynamys scolopaceus",
+    "464464": "Eudynamys scolopaceus",
+    "332745": "Eudynamys scolopaceus",
+    "307546": "Eudynamys scolopaceus",
+    "307545": "Eudynamys scolopaceus",
+    "252829": "Eudynamys scolopaceus",
+    "207166": "Eudynamys scolopaceus",
+    "195758": "Eudynamys scolopaceus",
+    "169914": "Eudynamys scolopaceus",
+    "635073": "Cacomantis sonneratii",
+    "722891": "Cacomantis sonneratii",
+    "722890": "Cacomantis sonneratii",
+    "725558": "Cacomantis sonneratii",
+    "725557": "Cacomantis sonneratii",
+    "569708": "Cacomantis passerinus",
+    "464043": "Cacomantis passerinus",
+    "313104": "Cacomantis passerinus",
+    "568732": "Cacomantis passerinus",
+    "331891": "Cacomantis passerinus",
+    "319152": "Cacomantis passerinus",
+    "181302": "Cacomantis passerinus",
+    "181301": "Cacomantis passerinus",
+    "141328": "Cacomantis passerinus",
+    "722892": "Cacomantis passerinus",
+    "758845": "Surniculus dicruroides",
+    "758844": "Surniculus dicruroides",
+    "758842": "Surniculus dicruroides",
+    "758841": "Surniculus dicruroides",
+    "325429": "Surniculus dicruroides",
+    "180194": "Surniculus dicruroides",
+    "1055846": "Surniculus dicruroides",
+    "654106": "Surniculus dicruroides",
+    "672096": "Hierococcyx varius",
+    "316409": "Hierococcyx varius",
+    "241127": "Hierococcyx varius",
+    "241126": "Hierococcyx varius",
+    "328436": "Hierococcyx varius",
+    "315250": "Cuculus micropterus",
+    "372715": "Cuculus micropterus",
+    "330052": "Cuculus micropterus",
+    "157874": "Spilopelia chinensis",
+    "789406": "Spilopelia senegalensis",
+    "303515": "Treron affinis",
+    "576594": "Treron phoenicopterus",
+    "429627": "Treron phoenicopterus",
+    "667376": "Porphyrio poliocephalus",
+    "124749": "Zapornia fusca",
+    "428779": "Rallina eurizonoides",
+    "321358": "Gallicrex cinerea",
+    "579437": "Amaurornis phoenicurus",
+    "548744": "Amaurornis phoenicurus",
+    "438346": "Amaurornis phoenicurus",
+    "519741": "Amaurornis phoenicurus",
+    "667379": "Tachybaptus ruficollis",
+    "570920": "Tachybaptus ruficollis",
+    "697066": "Phoenicopterus roseus",
+    "468480": "Phoenicopterus roseus",
+    "165363": "Phoenicopterus roseus",
+    "279020": "Haematopus ostralegus",
+    "667380": "Himantopus himantopus",
+    "596095": "Himantopus himantopus",
+    "577351": "Vanellus indicus",
+    "577353": "Vanellus indicus",
+    "317385": "Vanellus indicus",
+    "294375": "Pluvialis squatarola",
+    "294374": "Pluvialis squatarola",
+    "294373": "Pluvialis squatarola",
+    "165368": "Pluvialis squatarola",
+    "786654": "Charadrius dubius",
+    "670599": "Rostratula benghalensis",
+    "124036": "Hydrophasianus chirurgus",
+    "667378": "Hydrophasianus chirurgus",
+    "162212": "Numenius arquata",
+    "177473": "Arenaria interpres",
+    "314144": "Calidris tenuirostris",
+    "312818": "Calidris ferruginea",
+    "351899": "Limnodromus scolopaceus",
+    "351823": "Limnodromus scolopaceus",
+    "490812": "Limnodromus scolopaceus",
+    "206371": "Tringa totanus",
+    "892008": "Tringa glareola",
+    "314010": "Tringa glareola",
+    "924220": "Anous tenuirostris",
+    "169792": "Hydroprogne caspia",
+    "925196": "Sternula saundersi",
+    "924227": "Sternula saundersi",
+    "577355": "Sterna aurantia",
+    "135814": "Chlidonias hybrida",
+    "312144": "Chlidonias hybrida",
+    "343485": "Ciconia ciconia",
+    "443374": "Pseudibis papillosa",
+    "316831": "Pseudibis papillosa",
+    "313198": "Ixobrychus cinnamomeus",
+    "313748": "Bubulcus coromandus",
+    "341124": "Ardea purpurea",
+    "206435": "Spilornis cheela",
+    "315636": "Spilornis cheela",
+    "689411": "Hieraaetus pennatus",
+    "697077": "Accipiter badius",
+    "341470": "Accipiter badius",
+    "328068": "Accipiter badius",
+    "206429": "Accipiter badius",
+    "141625": "Accipiter badius",
+    "785413": "Accipiter badius",
+    "585190": "Milvus migrans",
+    "583029": "Milvus migrans",
+    "425062": "Milvus migrans",
+    "657421": "Milvus migrans",
+    "308177": "Milvus migrans",
+    "518955": "Tyto alba",
+    "574829": "Tyto javanica",
+    "120974": "Tyto javanica",
+    "359261": "Tyto javanica",
+    "317398": "Ninox scutulata",
+    "206372": "Ninox scutulata",
+    "371369": "Ninox scutulata",
+    "572904": "Athene brama",
+    "572905": "Athene brama",
+    "517682": "Athene brama",
+    "517680": "Athene brama",
+    "517678": "Athene brama",
+    "311911": "Athene brama",
+    "779855": "Athene blewitti",
+    "758846": "Athene blewitti",
+    "758836": "Athene blewitti",
+    "758835": "Athene blewitti",
+    "758834": "Athene blewitti",
+    "725560": "Athene blewitti",
+    "725559": "Athene blewitti",
+    "672075": "Athene blewitti",
+    "414032": "Athene blewitti",
+    "206368": "Athene blewitti",
+    "206367": "Athene blewitti",
+    "206366": "Athene blewitti",
+    "778605": "Athene blewitti",
+    "758847": "Athene blewitti",
+    "343773": "Athene blewitti",
+    "314008": "Athene blewitti",
+    "722042": "Athene blewitti",
+    "635072": "Athene blewitti",
+    "454346": "Athene blewitti",
+    "454347": "Glaucidium radiatum",
+    "357881": "Glaucidium radiatum",
+    "778608": "Glaucidium radiatum",
+    "524190": "Glaucidium radiatum",
+    "308275": "Glaucidium radiatum",
+    "666145": "Glaucidium radiatum",
+    "314996": "Otus sunia",
+    "358391": "Otus sunia",
+    "215940": "Otus bakkamoena",
+    "585635": "Bubo bengalensis",
+    "808577": "Strix ocellata",
+    "808576": "Strix ocellata",
+    "635070": "Strix ocellata",
+    "460758": "Strix ocellata",
+    "454348": "Strix ocellata",
+    "460757": "Strix ocellata",
+    "460756": "Strix ocellata",
+    "460755": "Strix ocellata",
+    "460753": "Strix ocellata",
+    "330053": "Strix ocellata",
+    "575371": "Strix leptogrammica",
+    "575369": "Strix leptogrammica",
+    "575368": "Strix leptogrammica",
+    "575202": "Strix leptogrammica",
+    "575193": "Strix leptogrammica",
+    "575196": "Strix leptogrammica",
+    "206370": "Harpactes fasciatus",
+    "213961": "Harpactes fasciatus",
+    "205911": "Ocyceros griseus",
+    "140250": "Ocyceros griseus",
+    "585628": "Ocyceros birostris",
+    "442557": "Ocyceros birostris",
+    "342679": "Ocyceros birostris",
+    "205908": "Ocyceros birostris",
+    "426224": "Ocyceros birostris",
+    "205541": "Ocyceros birostris",
+    "574612": "Halcyon smyrnensis",
+    "377406": "Halcyon smyrnensis",
+    "309366": "Halcyon smyrnensis",
+    "189123": "Halcyon smyrnensis",
+    "437156": "Halcyon smyrnensis",
+    "169565": "Halcyon smyrnensis",
+    "311933": "Halcyon pileata",
+    "207123": "Alcedo atthis",
+    "132011": "Ceyx erithaca",
+    "325423": "Ceyx erithaca",
+    "325027": "Ceyx erithaca",
+    "255204": "Ceyx erithaca",
+    "209498": "Ceyx erithaca",
+    "209499": "Ceyx erithaca",
+    "207026": "Merops orientalis",
+    "577285": "Merops orientalis",
+    "576602": "Merops orientalis",
+    "569674": "Merops orientalis",
+    "569673": "Merops orientalis",
+    "808586": "Psilopogon zeylanicus",
+    "808571": "Psilopogon zeylanicus",
+    "306983": "Psilopogon zeylanicus",
+    "779851": "Psilopogon zeylanicus",
+    "308052": "Psilopogon zeylanicus",
+    "720894": "Psilopogon zeylanicus",
+    "788186": "Psilopogon viridis",
+    "788185": "Psilopogon viridis",
+    "788184": "Psilopogon viridis",
+    "574718": "Psilopogon viridis",
+    "574713": "Psilopogon viridis",
+    "574337": "Psilopogon viridis",
+    "574333": "Psilopogon viridis",
+    "574320": "Psilopogon viridis",
+    "578228": "Psilopogon viridis",
+    "574743": "Psilopogon viridis",
+    "573819": "Psilopogon viridis",
+    "460802": "Psilopogon viridis",
+    "460800": "Psilopogon viridis",
+    "343426": "Psilopogon viridis",
+    "808583": "Psilopogon haemacephalus",
+    "585194": "Psilopogon haemacephalus",
+    "576598": "Psilopogon haemacephalus",
+    "460805": "Psilopogon haemacephalus",
+    "443314": "Psilopogon haemacephalus",
+    "399344": "Psilopogon haemacephalus",
+    "308053": "Psilopogon haemacephalus",
+    "308050": "Psilopogon haemacephalus",
+    "519462": "Psilopogon haemacephalus",
+    "212061": "Psilopogon haemacephalus",
+    "758839": "Jynx torquilla",
+    "207293": "Hemicircus canente",
+    "206708": "Hemicircus canente",
+    "206611": "Hemicircus canente",
+    "207301": "Hemicircus canente",
+    "206701": "Hemicircus canente",
+    "206612": "Hemicircus canente",
+    "214221": "Leiopicus mahrattensis",
+    "207509": "Leiopicus mahrattensis",
+    "576902": "Leiopicus mahrattensis",
+    "255437": "Dinopium benghalense",
+    "670907": "Chrysocolaptes festivus",
+    "670905": "Chrysocolaptes festivus",
+    "670904": "Chrysocolaptes festivus",
+    "670903": "Chrysocolaptes festivus",
+    "670901": "Chrysocolaptes festivus",
+    "670899": "Chrysocolaptes festivus",
+    "670846": "Chrysocolaptes festivus",
+    "207927": "Chrysocolaptes festivus",
+    "808579": "Chrysocolaptes festivus",
+    "778611": "Chrysocolaptes festivus",
+    "293640": "Chrysocolaptes festivus",
+    "206402": "Chrysocolaptes festivus",
+    "330054": "Chrysocolaptes festivus",
+    "255432": "Micropternus brachyurus",
+    "393952": "Micropternus brachyurus",
+    "212924": "Falco peregrinus",
+    "576593": "Psittacula cyanocephala",
+    "576588": "Psittacula cyanocephala",
+    "778609": "Psittacula columboides",
+    "780273": "Psittacula eupatria",
+    "583024": "Psittacula eupatria",
+    "578787": "Psittacula eupatria",
+    "425061": "Psittacula eupatria",
+    "187974": "Psittacula eupatria",
+    "584349": "Psittacula krameri",
+    "577645": "Psittacula krameri",
+    "577644": "Psittacula krameri",
+    "568868": "Psittacula krameri",
+    "568863": "Psittacula krameri",
+    "464292": "Psittacula krameri",
+    "464252": "Psittacula krameri",
+    "207014": "Psittacula krameri",
+    "584366": "Psittacula krameri",
+    "577652": "Psittacula krameri",
+    "577650": "Psittacula krameri",
+    "309096": "Psittacula krameri",
+    "320460": "Pitta brachyura",
+    "206396": "Pitta brachyura",
+    "124745": "Pitta brachyura",
+    "256280": "Pitta brachyura",
+    "141231": "Tephrodornis pondicerianus",
+    "165501": "Tephrodornis pondicerianus",
+    "169810": "Artamus fuscus",
+    "1029676": "Aegithina tiphia",
+    "207243": "Aegithina tiphia",
+    "207162": "Aegithina tiphia",
+    "207062": "Aegithina tiphia",
+    "189108": "Aegithina tiphia",
+    "572937": "Aegithina tiphia",
+    "313095": "Aegithina tiphia",
+    "145708": "Aegithina tiphia",
+    "145707": "Aegithina tiphia",
+    "573818": "Aegithina tiphia",
+    "207060": "Pericrocotus cinnamomeus",
+    "121369": "Pericrocotus cinnamomeus",
+    "212573": "Pericrocotus cinnamomeus",
+    "212923": "Coracina macei",
+    "195578": "Lalage melanoptera",
+    "892006": "Lanius schach",
+    "195484": "Lanius schach",
+    "598033": "Lanius schach",
+    "598032": "Lanius schach",
+    "520390": "Lanius schach",
+    "207246": "Lanius schach",
+    "206388": "Lanius schach",
+    "785416": "Lanius schach",
+    "308274": "Oriolus xanthornus",
+    "255433": "Oriolus xanthornus",
+    "181191": "Oriolus xanthornus",
+    "776181": "Oriolus xanthornus",
+    "573900": "Oriolus kundoo",
+    "543894": "Oriolus kundoo",
+    "540833": "Oriolus kundoo",
+    "337338": "Oriolus kundoo",
+    "356678": "Oriolus chinensis",
+    "239664": "Oriolus chinensis",
+    "353800": "Dicrurus aeneus",
+    "303710": "Dicrurus paradiseus",
+    "666146": "Dicrurus paradiseus",
+    "306989": "Dicrurus paradiseus",
+    "306987": "Dicrurus paradiseus",
+    "256284": "Dicrurus paradiseus",
+    "611564": "Dicrurus paradiseus",
+    "317402": "Dicrurus paradiseus",
+    "210374": "Dicrurus leucophaeus",
+    "308273": "Dicrurus leucophaeus",
+    "1065213": "Dicrurus leucophaeus",
+    "120586": "Dicrurus leucophaeus",
+    "240446": "Dicrurus caerulescens",
+    "596718": "Dicrurus macrocercus",
+    "580650": "Dicrurus macrocercus",
+    "580647": "Dicrurus macrocercus",
+    "580643": "Dicrurus macrocercus",
+    "592541": "Dicrurus macrocercus",
+    "443635": "Dicrurus macrocercus",
+    "571140": "Rhipidura albogularis",
+    "567247": "Rhipidura albogularis",
+    "351644": "Rhipidura albogularis",
+    "342681": "Rhipidura albogularis",
+    "570841": "Rhipidura albogularis",
+    "405774": "Rhipidura albogularis",
+    "244557": "Rhipidura albogularis",
+    "775794": "Rhipidura albogularis",
+    "677391": "Rhipidura albogularis",
+    "140464": "Rhipidura albogularis",
+    "140039": "Rhipidura albogularis",
+    "139449": "Rhipidura albogularis",
+    "169831": "Rhipidura aureola",
+    "779859": "Hypothymis azurea",
+    "528927": "Hypothymis azurea",
+    "239352": "Hypothymis azurea",
+    "195582": "Hypothymis azurea",
+    "157482": "Terpsiphone paradisi",
+    "520167": "Terpsiphone paradisi",
+    "120592": "Dendrocitta vagabunda",
+    "758493": "Dendrocitta vagabunda",
+    "593441": "Dendrocitta vagabunda",
+    "593439": "Dendrocitta vagabunda",
+    "576605": "Dendrocitta vagabunda",
+    "576596": "Dendrocitta vagabunda",
+    "214230": "Dendrocitta vagabunda",
+    "210277": "Dendrocitta vagabunda",
+    "210276": "Dendrocitta vagabunda",
+    "207021": "Dendrocitta vagabunda",
+    "593438": "Dendrocitta vagabunda",
+    "207023": "Dendrocitta vagabunda",
+    "207020": "Dendrocitta vagabunda",
+    "157275": "Dendrocitta vagabunda",
+    "308330": "Corvus splendens",
+    "578839": "Corvus splendens",
+    "116613": "Corvus splendens",
+    "574366": "Corvus macrorhynchos",
+    "195576": "Corvus macrorhynchos",
+    "574334": "Corvus culminatus",
+    "574332": "Corvus culminatus",
+    "554155": "Corvus culminatus",
+    "157274": "Corvus culminatus",
+    "779854": "Culicicapa ceylonensis",
+    "613907": "Culicicapa ceylonensis",
+    "778604": "Parus cinereus",
+    "417433": "Parus cinereus",
+    "417432": "Parus cinereus",
+    "212579": "Parus cinereus",
+    "210275": "Parus cinereus",
+    "207133": "Parus cinereus",
+    "207056": "Parus cinereus",
+    "570840": "Parus cinereus",
+    "576910": "Machlolophus aplonotus",
+    "576909": "Machlolophus aplonotus",
+    "317037": "Machlolophus aplonotus",
+    "530400": "Ammomanes phoenicura",
+    "608965": "Alauda gulgula",
+    "316407": "Alauda gulgula",
+    "578188": "Galerida malabarica",
+    "578183": "Galerida malabarica",
+    "200959": "Galerida malabarica",
+    "786656": "Galerida malabarica",
+    "578189": "Galerida malabarica",
+    "578186": "Galerida malabarica",
+    "578179": "Galerida malabarica",
+    "328064": "Galerida malabarica",
+    "574731": "Hypsipetes ganeesa",
+    "574719": "Hypsipetes ganeesa",
+    "207161": "Hypsipetes ganeesa",
+    "207806": "Pycnonotus luteolus",
+    "585617": "Pycnonotus jocosus",
+    "585176": "Pycnonotus jocosus",
+    "577850": "Pycnonotus jocosus",
+    "571201": "Pycnonotus jocosus",
+    "460803": "Pycnonotus jocosus",
+    "306990": "Pycnonotus jocosus",
+    "585174": "Pycnonotus jocosus",
+    "214229": "Pycnonotus jocosus",
+    "578212": "Pycnonotus jocosus",
+    "524196": "Pycnonotus jocosus",
+    "522219": "Pycnonotus jocosus",
+    "157864": "Pycnonotus cafer",
+    "578600": "Pycnonotus cafer",
+    "577870": "Pycnonotus cafer",
+    "574949": "Pycnonotus cafer",
+    "207142": "Pycnonotus cafer",
+    "170868": "Pycnonotus leucotis",
+    "310426": "Pycnonotus leucotis",
+    "463792": "Ptyonoprogne concolor",
+    "328065": "Ptyonoprogne concolor",
+    "314003": "Ptyonoprogne concolor",
+    "157276": "Ptyonoprogne concolor",
+    "207025": "Cecropis daurica",
+    "165051": "Phylloscopus humei",
+    "360899": "Phylloscopus humei",
+    "604529": "Phylloscopus inornatus",
+    "362256": "Phylloscopus tytleri",
+    "169807": "Phylloscopus griseolus",
+    "1065211": "Phylloscopus nitidus",
+    "1070290": "Phylloscopus nitidus",
+    "778610": "Phylloscopus nitidus",
+    "594434": "Phylloscopus nitidus",
+    "578227": "Phylloscopus nitidus",
+    "505336": "Phylloscopus nitidus",
+    "1070308": "Phylloscopus trochiloides",
+    "460796": "Phylloscopus trochiloides",
+    "306994": "Phylloscopus trochiloides",
+    "306992": "Phylloscopus trochiloides",
+    "122407": "Phylloscopus trochiloides",
+    "195495": "Phylloscopus trochiloides",
+    "317387": "Acrocephalus stentoreus",
+    "592544": "Acrocephalus stentoreus",
+    "592491": "Acrocephalus stentoreus",
+    "534618": "Acrocephalus stentoreus",
+    "638209": "Acrocephalus stentoreus",
+    "505344": "Acrocephalus stentoreus",
+    "1070305": "Acrocephalus dumetorum",
+    "605981": "Acrocephalus dumetorum",
+    "578214": "Acrocephalus dumetorum",
+    "313296": "Acrocephalus dumetorum",
+    "309524": "Acrocephalus dumetorum",
+    "157359": "Iduna rama",
+    "981776": "Helopsaltes certhiola",
+    "592659": "Schoenicola platyurus",
+    "592660": "Schoenicola platyurus",
+    "297132": "Schoenicola platyurus",
+    "297131": "Schoenicola platyurus",
+    "297129": "Schoenicola platyurus",
+    "297128": "Schoenicola platyurus",
+    "297127": "Schoenicola platyurus",
+    "297123": "Schoenicola platyurus",
+    "608596": "Schoenicola striatus",
+    "758838": "Cisticola juncidis",
+    "598045": "Cisticola juncidis",
+    "541917": "Cisticola juncidis",
+    "377399": "Prinia buchanani",
+    "331899": "Prinia hodgsonii",
+    "326854": "Prinia hodgsonii",
+    "326853": "Prinia hodgsonii",
+    "576908": "Prinia hodgsonii",
+    "576905": "Prinia hodgsonii",
+    "239353": "Prinia hodgsonii",
+    "207257": "Prinia hodgsonii",
+    "195496": "Prinia hodgsonii",
+    "189334": "Prinia hodgsonii",
+    "519784": "Prinia sylvatica",
+    "519780": "Prinia sylvatica",
+    "519771": "Prinia sylvatica",
+    "519768": "Prinia sylvatica",
+    "207028": "Prinia sylvatica",
+    "592900": "Prinia sylvatica",
+    "592899": "Prinia sylvatica",
+    "592872": "Prinia sylvatica",
+    "592871": "Prinia sylvatica",
+    "592732": "Prinia sylvatica",
+    "592730": "Prinia sylvatica",
+    "592728": "Prinia sylvatica",
+    "592725": "Prinia sylvatica",
+    "519746": "Prinia sylvatica",
+    "594430": "Prinia sylvatica",
+    "343776": "Prinia sylvatica",
+    "578479": "Prinia socialis",
+    "568902": "Prinia socialis",
+    "568704": "Prinia socialis",
+    "464269": "Prinia socialis",
+    "195760": "Prinia socialis",
+    "598048": "Prinia socialis",
+    "592377": "Prinia socialis",
+    "577348": "Prinia socialis",
+    "576914": "Prinia socialis",
+    "569653": "Prinia socialis",
+    "309696": "Prinia socialis",
+    "239261": "Prinia socialis",
+    "592508": "Prinia socialis",
+    "592487": "Prinia socialis",
+    "524458": "Prinia socialis",
+    "659836": "Prinia inornata",
+    "592636": "Prinia inornata",
+    "592535": "Prinia inornata",
+    "207255": "Prinia inornata",
+    "592502": "Prinia inornata",
+    "331900": "Prinia inornata",
+    "809184": "Orthotomus sutorius",
+    "577284": "Orthotomus sutorius",
+    "401794": "Orthotomus sutorius",
+    "325428": "Orthotomus sutorius",
+    "195589": "Orthotomus sutorius",
+    "170592": "Orthotomus sutorius",
+    "584316": "Orthotomus sutorius",
+    "424135": "Orthotomus sutorius",
+    "442446": "Curruca curruca",
+    "613909": "Chrysomma sinense",
+    "592438": "Chrysomma sinense",
+    "361317": "Chrysomma sinense",
+    "598027": "Chrysomma sinense",
+    "181233": "Chrysomma sinense",
+    "592441": "Chrysomma sinense",
+    "239354": "Chrysomma sinense",
+    "587230": "Zosterops palpebrosus",
+    "568696": "Zosterops palpebrosus",
+    "779856": "Dumetia hyperythra",
+    "604528": "Dumetia hyperythra",
+    "665060": "Pomatorhinus horsfieldii",
+    "315634": "Pomatorhinus horsfieldii",
+    "206390": "Pomatorhinus horsfieldii",
+    "157740": "Pomatorhinus horsfieldii",
+    "672095": "Pomatorhinus horsfieldii",
+    "574338": "Pomatorhinus horsfieldii",
+    "141358": "Pomatorhinus horsfieldii",
+    "202648": "Pomatorhinus horsfieldii",
+    "178248": "Pomatorhinus horsfieldii",
+    "393951": "Pomatorhinus horsfieldii",
+    "432655": "Pellorneum ruficeps",
+    "318811": "Pellorneum ruficeps",
+    "313298": "Pellorneum ruficeps",
+    "256283": "Pellorneum ruficeps",
+    "256183": "Pellorneum ruficeps",
+    "214228": "Pellorneum ruficeps",
+    "571200": "Pellorneum ruficeps",
+    "473457": "Pellorneum ruficeps",
+    "325245": "Pellorneum ruficeps",
+    "209500": "Pellorneum ruficeps",
+    "206397": "Pellorneum ruficeps",
+    "188680": "Pellorneum ruficeps",
+    "144313": "Pellorneum ruficeps",
+    "1065212": "Alcippe poioicephala",
+    "1059515": "Alcippe poioicephala",
+    "729664": "Alcippe poioicephala",
+    "682362": "Alcippe poioicephala",
+    "256281": "Alcippe poioicephala",
+    "578217": "Alcippe poioicephala",
+    "318995": "Alcippe poioicephala",
+    "442390": "Argya malcolmi",
+    "577177": "Argya malcolmi",
+    "577175": "Argya malcolmi",
+    "577173": "Argya malcolmi",
+    "317261": "Argya malcolmi",
+    "568904": "Argya malcolmi",
+    "585618": "Argya striata",
+    "157875": "Argya striata",
+    "789404": "Argya striata",
+    "578190": "Argya striata",
+    "667377": "Argya caudata",
+    "357156": "Irena puella",
+    "157858": "Acridotheres fuscus",
+    "583034": "Acridotheres tristis",
+    "571185": "Acridotheres tristis",
+    "571182": "Acridotheres tristis",
+    "464285": "Acridotheres tristis",
+    "309110": "Acridotheres tristis",
+    "609517": "Acridotheres tristis",
+    "598051": "Acridotheres tristis",
+    "577887": "Acridotheres tristis",
+    "577886": "Acridotheres tristis",
+    "568910": "Acridotheres tristis",
+    "157876": "Acridotheres tristis",
+    "585629": "Gracupica contra",
+    "592532": "Gracupica contra",
+    "116615": "Pastor roseus",
+    "116614": "Pastor roseus",
+    "313653": "Geokichla citrina",
+    "317383": "Geokichla citrina",
+    "574615": "Turdus simillimus",
+    "574602": "Turdus simillimus",
+    "571204": "Turdus simillimus",
+    "571203": "Turdus simillimus",
+    "570919": "Turdus simillimus",
+    "574614": "Turdus simillimus",
+    "574613": "Turdus simillimus",
+    "574611": "Turdus simillimus",
+    "574603": "Turdus simillimus",
+    "572939": "Turdus simillimus",
+    "572926": "Turdus simillimus",
+    "571139": "Turdus simillimus",
+    "256107": "Turdus simillimus",
+    "189333": "Turdus simillimus",
+    "189113": "Turdus simillimus",
+    "206425": "Turdus simillimus",
+    "785417": "Copsychus fulicatus",
+    "576918": "Copsychus fulicatus",
+    "576603": "Copsychus fulicatus",
+    "328066": "Copsychus fulicatus",
+    "325246": "Copsychus fulicatus",
+    "207256": "Copsychus fulicatus",
+    "464413": "Copsychus saularis",
+    "314726": "Copsychus saularis",
+    "307877": "Copsychus saularis",
+    "185664": "Copsychus saularis",
+    "1065186": "Copsychus saularis",
+    "583228": "Copsychus saularis",
+    "583225": "Copsychus saularis",
+    "577275": "Copsychus saularis",
+    "577249": "Copsychus saularis",
+    "577247": "Copsychus saularis",
+    "577245": "Copsychus saularis",
+    "577171": "Copsychus saularis",
+    "576939": "Copsychus saularis",
+    "576937": "Copsychus saularis",
+    "576936": "Copsychus saularis",
+    "576935": "Copsychus saularis",
+    "576934": "Copsychus saularis",
+    "576917": "Copsychus saularis",
+    "576904": "Copsychus saularis",
+    "576901": "Copsychus saularis",
+    "460931": "Copsychus saularis",
+    "400678": "Copsychus saularis",
+    "540847": "Copsychus saularis",
+    "524582": "Copsychus saularis",
+    "438461": "Copsychus saularis",
+    "247139": "Copsychus saularis",
+    "315637": "Copsychus malabaricus",
+    "181341": "Copsychus malabaricus",
+    "157477": "Copsychus malabaricus",
+    "256288": "Copsychus malabaricus",
+    "124743": "Copsychus malabaricus",
+    "574735": "Copsychus malabaricus",
+    "574732": "Copsychus malabaricus",
+    "574729": "Copsychus malabaricus",
+    "574726": "Copsychus malabaricus",
+    "574330": "Copsychus malabaricus",
+    "574741": "Cyornis pallidipes",
+    "574736": "Cyornis pallidipes",
+    "206385": "Cyornis pallidipes",
+    "568887": "Cyornis tickelliae",
+    "195592": "Cyornis tickelliae",
+    "337357": "Cyornis tickelliae",
+    "189109": "Cyornis tickelliae",
+    "331901": "Cyornis tickelliae",
+    "688014": "Larvivora brunnea",
+    "367146": "Larvivora brunnea",
+    "360927": "Larvivora brunnea",
+    "214231": "Larvivora brunnea",
+    "207929": "Larvivora brunnea",
+    "608964": "Luscinia svecica",
+    "574712": "Myophonus horsfieldii",
+    "570892": "Myophonus horsfieldii",
+    "318812": "Myophonus horsfieldii",
+    "571143": "Myophonus horsfieldii",
+    "779858": "Ficedula superciliaris",
+    "205909": "Ficedula superciliaris",
+    "779857": "Ficedula superciliaris",
+    "613908": "Ficedula superciliaris",
+    "605968": "Ficedula parva",
+    "578221": "Ficedula parva",
+    "576916": "Ficedula parva",
+    "576915": "Ficedula parva",
+    "576903": "Ficedula parva",
+    "165500": "Ficedula parva",
+    "417589": "Monticola solitarius",
+    "406655": "Saxicola caprata",
+    "122395": "Saxicola caprata",
+    "348379": "Oenanthe fusca",
+    "454351": "Chloropsis jerdoni",
+    "454350": "Chloropsis jerdoni",
+    "605973": "Chloropsis aurifrons",
+    "605970": "Chloropsis aurifrons",
+    "206408": "Chloropsis aurifrons",
+    "292015": "Dicaeum agile",
+    "207139": "Dicaeum agile",
+    "157487": "Dicaeum agile",
+    "778606": "Dicaeum erythrorhynchos",
+    "454349": "Dicaeum erythrorhynchos",
+    "442391": "Dicaeum erythrorhynchos",
+    "621595": "Dicaeum erythrorhynchos",
+    "308276": "Dicaeum erythrorhynchos",
+    "306985": "Dicaeum erythrorhynchos",
+    "569655": "Leptocoma zeylonica",
+    "157474": "Leptocoma zeylonica",
+    "242415": "Leptocoma zeylonica",
+    "114109": "Leptocoma minima",
+    "1070300": "Cinnyris asiaticus",
+    "788187": "Cinnyris asiaticus",
+    "778603": "Cinnyris asiaticus",
+    "576589": "Cinnyris asiaticus",
+    "574321": "Cinnyris asiaticus",
+    "207247": "Cinnyris asiaticus",
+    "195584": "Cinnyris asiaticus",
+    "340975": "Cinnyris lotenius",
+    "340542": "Cinnyris lotenius",
+    "454352": "Aethopyga vigorsii",
+    "454353": "Aethopyga vigorsii",
+    "206391": "Aethopyga vigorsii",
+    "210139": "Aethopyga vigorsii",
+    "205744": "Gymnoris xanthocollis",
+    "120591": "Gymnoris xanthocollis",
+    "577876": "Passer domesticus",
+    "577858": "Passer domesticus",
+    "577680": "Passer domesticus",
+    "577248": "Passer domesticus",
+    "464267": "Passer domesticus",
+    "577878": "Passer domesticus",
+    "308049": "Passer domesticus",
+    "428233": "Passer domesticus",
+    "207248": "Ploceus philippinus",
+    "464265": "Ploceus philippinus",
+    "325163": "Ploceus philippinus",
+    "571178": "Ploceus philippinus",
+    "571177": "Ploceus philippinus",
+    "758840": "Amandava amandava",
+    "758848": "Dendronanthus indicus",
+    "206000": "Dendronanthus indicus",
+    "314011": "Motacilla flava",
+    "316059": "Motacilla maderaspatensis",
+    "638156": "Motacilla maderaspatensis",
+    "301692": "Anthus campestris",
+    "537490": "Anthus cervinus",
+    "672086": "Emberiza lathami",
+    "317268": "Emberiza lathami",
+    "672085": "Emberiza striolata",
+    "1065180": "Sonus naturalis",
+    "780063": "Sonus naturalis",
+    "697075": "Sonus naturalis",
+    "697070": "Sonus naturalis",
+    "698862": "Sonus naturalis",
+    "566893": "Sonus naturalis",
+    "964500": "Sonus naturalis",
+    "557438": "Mystery mystery",
+    "548242": "Mystery mystery",
+    "417410": "Mystery mystery",
+    "417409": "Mystery mystery",
+    "306681": "Mystery mystery",
+    "147534": "Mystery mystery",
+    "1008114": "Mystery mystery",
+    "1008110": "Mystery mystery",
+    "809546": "Mystery mystery",
+    "793269": "Mystery mystery",
+    "790236": "Mystery mystery",
+    "638548": "Mystery mystery",
+    "373305": "Mystery mystery",
+    "922991": "Mystery mystery",
+    "617304": "Mystery mystery",
+    "513411": "Mystery mystery",
+    "513406": "Mystery mystery",
+    "494113": "Mystery mystery",
+    "462204": "Mystery mystery",
+    "320516": "Mystery mystery",
+    "169915": "Mystery mystery",
+    "915755": "Mystery mystery",
+    "736197": "Mystery mystery",
+    "733997": "Mystery mystery",
+    "689977": "Mystery mystery",
+    "689976": "Mystery mystery",
+    "477490": "Mystery mystery"
+}

label_map.json

@@ -0,0 +1 @@
+{"Accipiter badius": 0, "Acridotheres fuscus": 1, "Acridotheres tristis": 2, "Acrocephalus dumetorum": 3, "Acrocephalus stentoreus": 4, "Aegithina tiphia": 5, "Aethopyga vigorsii": 6, "Alauda gulgula": 7, "Alcedo atthis": 8, "Alcippe poioicephala": 9, "Amandava amandava": 10, "Amaurornis phoenicurus": 11, "Ammomanes phoenicura": 12, "Anas poecilorhyncha": 13, "Anous tenuirostris": 14, "Anthus campestris": 15, "Anthus cervinus": 16, "Apus affinis": 17, "Ardea purpurea": 18, "Arenaria interpres": 19, "Argya caudata": 20, "Argya malcolmi": 21, "Argya striata": 22, "Artamus fuscus": 23, "Athene blewitti": 24, "Athene brama": 25, "Bubo bengalensis": 26, "Bubulcus coromandus": 27, "Cacomantis passerinus": 28, "Cacomantis sonneratii": 29, "Calidris ferruginea": 30, "Calidris tenuirostris": 31, "Caprimulgus asiaticus": 32, "Caprimulgus atripennis": 33, "Caprimulgus indicus": 34, "Cecropis daurica": 35, "Centropus sinensis": 36, "Ceyx erithaca": 37, "Charadrius dubius": 38, "Chlidonias hybrida": 39, "Chloropsis aurifrons": 40, "Chloropsis jerdoni": 41, "Chrysocolaptes festivus": 42, "Chrysomma sinense": 43, "Ciconia ciconia": 44, "Cinnyris asiaticus": 45, "Cinnyris lotenius": 46, "Cisticola juncidis": 47, "Copsychus fulicatus": 48, "Copsychus malabaricus": 49, "Copsychus saularis": 50, "Coracina macei": 51, "Corvus culminatus": 52, "Corvus macrorhynchos": 53, "Corvus splendens": 54, "Coturnix coromandelica": 55, "Cuculus micropterus": 56, "Culicicapa ceylonensis": 57, "Curruca curruca": 58, "Cyornis pallidipes": 59, "Cyornis tickelliae": 60, "Cypsiurus balasiensis": 61, "Dendrocitta vagabunda": 62, "Dendrocygna javanica": 63, "Dendronanthus indicus": 64, "Dicaeum agile": 65, "Dicaeum erythrorhynchos": 66, "Dicrurus aeneus": 67, "Dicrurus caerulescens": 68, "Dicrurus leucophaeus": 69, "Dicrurus macrocercus": 70, "Dicrurus paradiseus": 71, "Dinopium benghalense": 72, "Dumetia hyperythra": 73, "Duttaphrynus melanostictus": 74, "Emberiza lathami": 75, "Emberiza striolata": 76, "Eudynamys scolopaceus": 77, "Falco peregrinus": 78, "Ficedula parva": 79, "Ficedula superciliaris": 80, "Francolinus pictus": 81, "Funambulus palmarum": 82, "Galerida malabarica": 83, "Gallicrex cinerea": 84, "Galloperdix spadicea": 85, "Gallus sonneratii": 86, "Geokichla citrina": 87, "Glaucidium radiatum": 88, "Gracupica contra": 89, "Gymnoris xanthocollis": 90, "Haematopus ostralegus": 91, "Halcyon pileata": 92, "Halcyon smyrnensis": 93, "Harpactes fasciatus": 94, "Helopsaltes certhiola": 95, "Hemicircus canente": 96, "Hieraaetus pennatus": 97, "Hierococcyx varius": 98, "Himantopus himantopus": 99, "Hydrophasianus chirurgus": 100, "Hydroprogne caspia": 101, "Hypothymis azurea": 102, "Hypsipetes ganeesa": 103, "Iduna rama": 104, "Irena puella": 105, "Ixobrychus cinnamomeus": 106, "Jynx torquilla": 107, "Lalage melanoptera": 108, "Lanius schach": 109, "Larvivora brunnea": 110, "Leiopicus mahrattensis": 111, "Leptocoma minima": 112, "Leptocoma zeylonica": 113, "Limnodromus scolopaceus": 114, "Luscinia svecica": 115, "Machlolophus aplonotus": 116, "Merops orientalis": 117, "Micropternus brachyurus": 118, "Milvus migrans": 119, "Monticola solitarius": 120, "Motacilla flava": 121, "Motacilla maderaspatensis": 122, "Myophonus horsfieldii": 123, "Mystery mystery": 124, "Ninox scutulata": 125, "Numenius arquata": 126, "Ocyceros birostris": 127, "Ocyceros griseus": 128, "Oenanthe fusca": 129, "Oriolus chinensis": 130, "Oriolus kundoo": 131, "Oriolus xanthornus": 132, "Orthotomus sutorius": 133, "Ortygornis pondicerianus": 134, "Otus bakkamoena": 135, "Otus sunia": 136, "Parus cinereus": 137, "Passer domesticus": 138, "Pastor roseus": 139, "Pellorneum ruficeps": 140, "Perdicula asiatica": 141, "Pericrocotus cinnamomeus": 142, "Phoenicopterus roseus": 143, "Phylloscopus griseolus": 144, "Phylloscopus humei": 145, "Phylloscopus inornatus": 146, "Phylloscopus nitidus": 147, "Phylloscopus trochiloides": 148, "Phylloscopus tytleri": 149, "Pitta brachyura": 150, "Ploceus philippinus": 151, "Pluvialis squatarola": 152, "Pomatorhinus horsfieldii": 153, "Porphyrio poliocephalus": 154, "Prinia buchanani": 155, "Prinia hodgsonii": 156, "Prinia inornata": 157, "Prinia socialis": 158, "Prinia sylvatica": 159, "Pseudibis papillosa": 160, "Psilopogon haemacephalus": 161, "Psilopogon viridis": 162, "Psilopogon zeylanicus": 163, "Psittacula columboides": 164, "Psittacula cyanocephala": 165, "Psittacula eupatria": 166, "Psittacula krameri": 167, "Ptyonoprogne concolor": 168, "Pycnonotus cafer": 169, "Pycnonotus jocosus": 170, "Pycnonotus leucotis": 171, "Pycnonotus luteolus": 172, "Rallina eurizonoides": 173, "Rhipidura albogularis": 174, "Rhipidura aureola": 175, "Rostratula benghalensis": 176, "Saxicola caprata": 177, "Schoenicola platyurus": 178, "Schoenicola striatus": 179, "Sonus naturalis": 180, "Spilopelia chinensis": 181, "Spilopelia senegalensis": 182, "Spilornis cheela": 183, "Sterna aurantia": 184, "Sternula saundersi": 185, "Strix leptogrammica": 186, "Strix ocellata": 187, "Surniculus dicruroides": 188, "Tachybaptus ruficollis": 189, "Tadorna ferruginea": 190, "Tarbinskiellus portentosus": 191, "Tephrodornis pondicerianus": 192, "Terpsiphone paradisi": 193, "Treron affinis": 194, "Treron phoenicopterus": 195, "Tringa glareola": 196, "Tringa totanus": 197, "Turdus simillimus": 198, "Tyto alba": 199, "Tyto javanica": 200, "Vanellus indicus": 201, "Zapornia fusca": 202, "Zosterops palpebrosus": 203}

multi_species_model.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:de6772489928a954701cf7c6e340c449159f1e0128fb73330e2f968ec21f4f4d
+size 7050895

requirements.txt

@@ -0,0 +1,5 @@
+streamlit
+torch
+torchaudio
+numpy
+pillow