Upload 3 files

app.ipynb

@@ -6,25 +6,29 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|default_exp app\n",
-    "import fastbook\n",
-    "fastbook.setup_book()\n",
-    "from fastbook import *\n",
-    "from fastai.vision.widgets import *\n",
+    "#|default_exp app"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "from fastai.vision.all import *\n",
     "import librosa.display\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
-    "from functools import partial\n",
-    "from pathlib import Path\n",
     "import pandas as pd\n",
     "import librosa\n",
     "from scipy.io import wavfile\n",
-    "import gradio as gr \n"
+    "import gradio as gr "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,16 +45,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<fastai.learner.Learner at 0x7fae08e54250>"
+       "<fastai.learner.Learner at 0x7f84b9711220>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -63,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -73,7 +77,7 @@
        "PILImage mode=RGB size=1200x800"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -86,16 +90,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[W NNPACK.cpp:53] Could not initialize NNPACK! Reason: Unsupported hardware.\n"
+     ]
+    }
+   ],
    "source": [
+    "learn.remove_cb(ProgressCallback)\n",
     "pred,pred_idx,probs = learn.predict('brass_acoustic_006-065-127.png')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -111,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -127,7 +140,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -143,23 +156,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'Brass': 0.006057440303266048,\n",
-       " 'Flute': 0.9939332604408264,\n",
-       " 'Guitar': 1.130039848362685e-07,\n",
-       " 'Keyboard': 2.9415216431516455e-06,\n",
-       " 'Mallet': 9.832748446569894e-07,\n",
-       " 'Reed': 8.071441470747232e-08,\n",
-       " 'String': 1.5890701661191997e-06,\n",
-       " 'Vocal': 3.567040039342828e-06}"
+       "{'Brass': 1.0856560038519092e-05,\n",
+       " 'Flute': 0.9999878406524658,\n",
+       " 'Guitar': 5.949047504616445e-11,\n",
+       " 'Keyboard': 1.094620643016242e-07,\n",
+       " 'Mallet': 1.3334407356069278e-08,\n",
+       " 'Reed': 2.7653837553209826e-10,\n",
+       " 'String': 1.1356026163866773e-07,\n",
+       " 'Vocal': 1.0655742244125577e-06}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -170,44 +183,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/gradio/routes.py\", line 394, in run_predict\n",
-      "    output = await app.get_blocks().process_api(\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/gradio/blocks.py\", line 1075, in process_api\n",
-      "    result = await self.call_function(\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/gradio/blocks.py\", line 884, in call_function\n",
-      "    prediction = await anyio.to_thread.run_sync(\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/anyio/to_thread.py\", line 31, in run_sync\n",
-      "    return await get_asynclib().run_sync_in_worker_thread(\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/anyio/_backends/_asyncio.py\", line 937, in run_sync_in_worker_thread\n",
-      "    return await future\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/anyio/_backends/_asyncio.py\", line 867, in run\n",
-      "    result = context.run(func, *args)\n",
-      "  File \"/var/folders/tt/mvwksx9j26jc7y2pzqs4hc5w0000gn/T/ipykernel_80180/1944337707.py\", line 5, in classify_aud\n",
-      "    log_mel_spec_tfm(aud)\n",
-      "  File \"/var/folders/tt/mvwksx9j26jc7y2pzqs4hc5w0000gn/T/ipykernel_80180/1469699344.py\", line 3, in log_mel_spec_tfm\n",
-      "    y, sr = librosa.load(fname, mono=True)\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/librosa/util/decorators.py\", line 88, in inner_f\n",
-      "    return f(*args, **kwargs)\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/librosa/core/audio.py\", line 164, in load\n",
-      "    y, sr_native = __soundfile_load(path, offset, duration, dtype)\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/librosa/core/audio.py\", line 195, in __soundfile_load\n",
-      "    context = sf.SoundFile(path)\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/soundfile.py\", line 658, in __init__\n",
-      "    self._file = self._open(file, mode_int, closefd)\n",
-      "  File \"/Users/unnikrishnannambiar/anaconda3/lib/python3.9/site-packages/soundfile.py\", line 1212, in _open\n",
-      "    raise TypeError(\"Invalid file: {0!r}\".format(self.name))\n",
-      "TypeError: Invalid file: (16000, array([28, 40, 27, ...,  0,  0,  0], dtype=int16))\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from nbdev.export import nb_export\n",
     "from nbdev.release import write_requirements\n",

app.py

@@ -7,7 +7,6 @@ from fastai.vision.all import *
 import librosa.display
 import matplotlib.pyplot as plt
 import numpy as np
-from functools import partial
 import pandas as pd
 import librosa
 from scipy.io import wavfile

requirements.txt

@@ -1 +1,9 @@
-
+fastai
+librosa
+matplotlib
+numpy
+functools
+pandas
+librosa
+scipy
+gradio