This commit is contained in:
Jeremy Howard committed 2020-09-03 11:29:20 -07:00
1 parent dfecbae418
commit 40a755b822
1 file changed
+96 -96
+96 -96
View File
@@ -890,7 +890,7 @@
},
{
"cell_type": "code",
"execution_count": 31,
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
@@ -906,7 +906,7 @@
},
{
"cell_type": "code",
"execution_count": 32,
"execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -915,7 +915,7 @@
"torch.Size([64, 20])"
]
},
"execution_count": 32,
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -935,17 +935,17 @@
},
{
"cell_type": "code",
"execution_count": 33,
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([ 0.1987, -2.7846, -1.1943, 0.0250, -2.2920, 3.9218, 0.3482, 0.9501, 0.5162, 0.6932, -0.1302, -2.0550, 2.5748, 1.1635, 2.9216, -4.5089, 1.1606, -2.3782, -2.3923, 0.2469],\n",
"tensor([ 0.7476, -1.1988, 4.5421, -1.5915, -0.6749, 0.0343, -2.4930, -0.8330, -0.3817, -1.4876, -0.1683, 2.1547, -3.4151, -1.1743, 0.1530, -1.6801, -2.3067, 0.7063, -1.3358, -0.3715],\n",
" grad_fn=<SelectBackward>)"
]
},
"execution_count": 33,
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
@@ -970,7 +970,7 @@
},
{
"cell_type": "code",
"execution_count": 34,
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
@@ -1013,16 +1013,16 @@
},
{
"cell_type": "code",
"execution_count": 35,
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(1.0835, grad_fn=<BinaryCrossEntropyWithLogitsBackward>)"
"tensor(1.0342, grad_fn=<BinaryCrossEntropyWithLogitsBackward>)"
]
},
"execution_count": 35,
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -1067,7 +1067,7 @@
},
{
"cell_type": "code",
"execution_count": 36,
"execution_count": 28,
"metadata": {},
"outputs": [
{
@@ -1076,7 +1076,7 @@
"('Hello Jeremy.', 'Ahoy! Jeremy.')"
]
},
"execution_count": 36,
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
@@ -1095,7 +1095,7 @@
},
{
"cell_type": "code",
"execution_count": 37,
"execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -1104,7 +1104,7 @@
"('Bonjour Jeremy.', 'Bonjour Sylvain.')"
]
},
"execution_count": 37,
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -1123,7 +1123,7 @@
},
{
"cell_type": "code",
"execution_count": 38,
"execution_count": 30,
"metadata": {},
"outputs": [
{
@@ -1142,30 +1142,30 @@
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.939651</td>\n",
" <td>0.685462</td>\n",
" <td>0.234263</td>\n",
" <td>0.942663</td>\n",
" <td>0.703737</td>\n",
" <td>0.233307</td>\n",
" <td>00:07</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.822047</td>\n",
" <td>0.552421</td>\n",
" <td>0.284761</td>\n",
" <td>0.823155</td>\n",
" <td>0.555462</td>\n",
" <td>0.298347</td>\n",
" <td>00:06</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.601497</td>\n",
" <td>0.204911</td>\n",
" <td>0.819562</td>\n",
" <td>0.606124</td>\n",
" <td>0.202830</td>\n",
" <td>0.815060</td>\n",
" <td>00:06</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.359507</td>\n",
" <td>0.124968</td>\n",
" <td>0.939144</td>\n",
" <td>0.360787</td>\n",
" <td>0.123490</td>\n",
" <td>0.942052</td>\n",
" <td>00:06</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -1194,23 +1194,23 @@
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.136813</td>\n",
" <td>0.117581</td>\n",
" <td>0.945976</td>\n",
" <td>0.134407</td>\n",
" <td>0.118581</td>\n",
" <td>0.949661</td>\n",
" <td>00:08</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.120487</td>\n",
" <td>0.108087</td>\n",
" <td>0.952769</td>\n",
" <td>0.117051</td>\n",
" <td>0.104169</td>\n",
" <td>0.950657</td>\n",
" <td>00:08</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.098464</td>\n",
" <td>0.103450</td>\n",
" <td>0.950777</td>\n",
" <td>0.097517</td>\n",
" <td>0.101461</td>\n",
" <td>0.952789</td>\n",
" <td>00:08</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -1238,7 +1238,7 @@
},
{
"cell_type": "code",
"execution_count": 39,
"execution_count": 31,
"metadata": {},
"outputs": [
{
@@ -1254,10 +1254,10 @@
{
"data": {
"text/plain": [
"(#2) [0.10344962775707245,0.9285657405853271]"
"(#2) [0.10146083682775497,0.9298606514930725]"
]
},
"execution_count": 39,
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
@@ -1276,7 +1276,7 @@
},
{
"cell_type": "code",
"execution_count": 40,
"execution_count": 32,
"metadata": {},
"outputs": [
{
@@ -1292,10 +1292,10 @@
{
"data": {
"text/plain": [
"(#2) [0.10344962775707245,0.9431872963905334]"
"(#2) [0.10146083682775497,0.943486213684082]"
]
},
"execution_count": 40,
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -1314,7 +1314,7 @@
},
{
"cell_type": "code",
"execution_count": 41,
"execution_count": 33,
"metadata": {},
"outputs": [
{
@@ -1341,16 +1341,16 @@
},
{
"cell_type": "code",
"execution_count": 42,
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(0.9569)"
"tensor(0.9575)"
]
},
"execution_count": 42,
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -1368,12 +1368,12 @@
},
{
"cell_type": "code",
"execution_count": 43,
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1435,7 +1435,7 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
@@ -1444,7 +1444,7 @@
},
{
"cell_type": "code",
"execution_count": 45,
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
@@ -1461,7 +1461,7 @@
},
{
"cell_type": "code",
"execution_count": 46,
"execution_count": 38,
"metadata": {},
"outputs": [
{
@@ -1470,7 +1470,7 @@
"(#50) [Path('01'),Path('01.obj'),Path('02'),Path('02.obj'),Path('03'),Path('03.obj'),Path('04'),Path('04.obj'),Path('05'),Path('05.obj')...]"
]
},
"execution_count": 46,
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
@@ -1488,7 +1488,7 @@
},
{
"cell_type": "code",
"execution_count": 47,
"execution_count": 39,
"metadata": {},
"outputs": [
{
@@ -1497,7 +1497,7 @@
"(#1000) [Path('01/depth.cal'),Path('01/frame_00003_pose.txt'),Path('01/frame_00003_rgb.jpg'),Path('01/frame_00004_pose.txt'),Path('01/frame_00004_rgb.jpg'),Path('01/frame_00005_pose.txt'),Path('01/frame_00005_rgb.jpg'),Path('01/frame_00006_pose.txt'),Path('01/frame_00006_rgb.jpg'),Path('01/frame_00007_pose.txt')...]"
]
},
"execution_count": 47,
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
@@ -1515,7 +1515,7 @@
},
{
"cell_type": "code",
"execution_count": 48,
"execution_count": 40,
"metadata": {},
"outputs": [
{
@@ -1524,7 +1524,7 @@
"Path('13/frame_00349_pose.txt')"
]
},
"execution_count": 48,
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
@@ -1544,7 +1544,7 @@
},
{
"cell_type": "code",
"execution_count": 49,
"execution_count": 41,
"metadata": {},
"outputs": [
{
@@ -1553,7 +1553,7 @@
"(480, 640)"
]
},
"execution_count": 49,
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -1565,17 +1565,17 @@
},
{
"cell_type": "code",
"execution_count": 50,
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"text/plain": [
"<PIL.Image.Image image mode=RGB size=160x120 at 0x7FE3DE68AC10>"
"<PIL.Image.Image image mode=RGB size=160x120 at 0x7F51A2492390>"
]
},
"execution_count": 50,
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
@@ -1593,7 +1593,7 @@
},
{
"cell_type": "code",
"execution_count": 51,
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
@@ -1614,7 +1614,7 @@
},
{
"cell_type": "code",
"execution_count": 52,
"execution_count": 44,
"metadata": {},
"outputs": [
{
@@ -1623,7 +1623,7 @@
"tensor([384.6370, 259.4787])"
]
},
"execution_count": 52,
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
@@ -1645,7 +1645,7 @@
},
{
"cell_type": "code",
"execution_count": 53,
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
@@ -1675,12 +1675,12 @@
},
{
"cell_type": "code",
"execution_count": 54,
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 576x432 with 9 Axes>"
]
@@ -1705,7 +1705,7 @@
},
{
"cell_type": "code",
"execution_count": 55,
"execution_count": 47,
"metadata": {},
"outputs": [
{
@@ -1714,7 +1714,7 @@
"(torch.Size([64, 3, 240, 320]), torch.Size([64, 1, 2]))"
]
},
"execution_count": 55,
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
@@ -1740,16 +1740,16 @@
},
{
"cell_type": "code",
"execution_count": 56,
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[-0.3545, -0.0016]], device='cuda:5')"
"tensor([[-0.3375, 0.2193]], device='cuda:5')"
]
},
"execution_count": 56,
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
@@ -1788,7 +1788,7 @@
},
{
"cell_type": "code",
"execution_count": 57,
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
@@ -1804,7 +1804,7 @@
},
{
"cell_type": "code",
"execution_count": 58,
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
@@ -1822,7 +1822,7 @@
},
{
"cell_type": "code",
"execution_count": 59,
"execution_count": 51,
"metadata": {},
"outputs": [
{
@@ -1851,7 +1851,7 @@
},
{
"cell_type": "code",
"execution_count": 60,
"execution_count": 52,
"metadata": {},
"outputs": [
{
@@ -1860,7 +1860,7 @@
"FlattenedLoss of MSELoss()"
]
},
"execution_count": 60,
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
@@ -1882,7 +1882,7 @@
},
{
"cell_type": "code",
"execution_count": 61,
"execution_count": 53,
"metadata": {},
"outputs": [
{
@@ -1898,16 +1898,16 @@
{
"data": {
"text/plain": [
"SuggestedLRs(lr_min=0.00831763744354248, lr_steep=1.3182567499825382e-06)"
"SuggestedLRs(lr_min=0.005754399299621582, lr_steep=0.033113110810518265)"
]
},
"execution_count": 61,
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1931,7 +1931,7 @@
},
{
"cell_type": "code",
"execution_count": 62,
"execution_count": 54,
"metadata": {},
"outputs": [
{
@@ -1949,8 +1949,8 @@
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.051178</td>\n",
" <td>0.009347</td>\n",
" <td>0.050496</td>\n",
" <td>0.008238</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -1978,20 +1978,20 @@
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.008558</td>\n",
" <td>0.005210</td>\n",
" <td>0.007744</td>\n",
" <td>0.004763</td>\n",
" <td>00:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.002872</td>\n",
" <td>0.000449</td>\n",
" <td>0.003334</td>\n",
" <td>0.000388</td>\n",
" <td>00:48</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.001470</td>\n",
" <td>0.000160</td>\n",
" <td>0.001468</td>\n",
" <td>0.000044</td>\n",
" <td>00:48</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -2019,7 +2019,7 @@
},
{
"cell_type": "code",
"execution_count": 63,
"execution_count": 55,
"metadata": {},
"outputs": [
{
@@ -2028,7 +2028,7 @@
"0.01"
]
},
"execution_count": 63,
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
@@ -2046,7 +2046,7 @@
},
{
"cell_type": "code",
"execution_count": 64,
"execution_count": 56,
"metadata": {},
"outputs": [
{
@@ -2061,9 +2061,9 @@
},
{
"data": {
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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 432x576 with 2 Axes>"
"<Figure size 432x576 with 6 Axes>"
]
},
"metadata": {
@@ -2073,7 +2073,7 @@
}
],
"source": [
"learn.show_results(ds_idx=1, max_n=3, figsize=(6,8))"
"learn.show_results(ds_idx=1, nrows=3, figsize=(6,8))"
]
},
{