first try

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,51 @@
+import gradio as gr
+import torch
+from transformers import pipeline
+
+username = "jpbello"  ## Complete your username
+model_id = f"{username}/distilhubert-finetuned-gtzan"
+device = "cuda:0" if torch.cuda.is_available() else "cpu"
+pipe = pipeline("audio-classification", model=model_id, device=device)
+
+# def predict_trunc(filepath):
+#     preprocessed = pipe.preprocess(filepath)
+#     truncated = pipe.feature_extractor.pad(preprocessed,truncation=True, max_length = 16_000*30)
+#     model_outputs = pipe.forward(truncated)
+#     outputs = pipe.postprocess(model_outputs)
+
+#     return outputs
+
+
+def classify_audio(filepath):
+    """
+      Goes from
+      [{'score': 0.8339303731918335, 'label': 'country'},
+    {'score': 0.11914275586605072, 'label': 'rock'},]
+     to
+     {"country":  0.8339303731918335, "rock":0.11914275586605072}
+    """
+    preds = pipe(filepath)
+    # preds = predict_trunc(filepath)
+    outputs = {}
+    for p in preds:
+        outputs[p["label"]] = p["score"]
+    return outputs
+
+
+title = "🎵 Music Genre Classifier"
+description = """
+demo to showcase the music
+classification model that we just trained on the [GTZAN](https://huggingface.co/datasets/marsyas/gtzan)
+"""
+
+filenames = ['blues.00098.wav', "disco.00020.wav", "metal.00014.wav", "reggae.00021.wav", "rock.00058.wav"]
+filenames = [[f"./{f}"] for f in filenames]
+demo = gr.Interface(
+    fn=classify_audio,
+    inputs=gr.Audio(type="filepath"),
+    outputs=gr.outputs.Label(),
+    title=title,
+    description=description,
+    examples=filenames,
+)
+demo.launch()

cut_hk.mp3

@@ -0,0 +1,3 @@
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+oid sha256:d861c40d1cae2ddca0c905915ce03ce6362574600519452918bd9e0ddc524b13
+size 1052822

cut_hm.mp3

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd1de98dea2179f42bb8e96ceb5e59fd64e30173f09f37395a1f48b032c4b4e9
+size 957983

cut_mc.mp3

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:250461b4aa61cf6d7ca1d671d4f98825dc9e2a6d615fd85a5291d9f9172698d3
+size 624539

cut_rdr.mp3

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:369799ca9accded654d1c3d1c378a811f86555451da3b4199b7a5d0abf70c5bf
+size 1063311

requirements.txt

@@ -0,0 +1,3 @@
+gradio==3.44.3
+torch==2.0.1
+transformers==4.33.2