From 89b05f546f86c047428538b9436fa5c2a9421f6e Mon Sep 17 00:00:00 2001 From: Tanishq Abraham <37097934+tmabraham@users.noreply.github.com> Date: Sat, 6 Mar 2021 00:45:53 -0800 Subject: [PATCH] fix optimwrapper to work with param_groups (closes #2829) (#3241) * fix optimwrapper to work with param_groups * change optimwrapper to make it even easier to use * Update fastai/optimizer.py Co-authored-by: Jeremy Howard * incorporate jeremy's suggestions and add #3226 doc improvements * add #slow flag to cell in 14_callback.schedule.ipynb * switch to #cuda Co-authored-by: Jeremy Howard --- fastai/optimizer.py | 15 +- nbs/12_optimizer.ipynb | 73 +++++-- nbs/14_callback.schedule.ipynb | 384 +++++++-------------------------- 3 files changed, 152 insertions(+), 320 deletions(-) diff --git a/fastai/optimizer.py b/fastai/optimizer.py index 4fa01c336f..4432ee0edd 100644 --- a/fastai/optimizer.py +++ b/fastai/optimizer.py @@ -340,14 +340,23 @@ def set_item_pg(pg, k, v): # Cell pytorch_hp_map = {'momentum': 'mom', 'weight_decay': 'wd', 'alpha': 'sqr_mom', 'betas__0': 'mom', 'betas__1': 'sqr_mom'} +# Cell +def _convert_params(o:list) -> list: + splitter = [] + for group in o: + if isinstance(group, dict): splitter.append(group) + else: splitter.append({'params':group}) + return splitter + # Cell class OptimWrapper(_BaseOptimizer, GetAttr): + "A wrapper class for existing PyTorch optimizers" _xtra=['zero_grad', 'step', 'state_dict', 'load_state_dict'] _default='opt' - def __init__(self, opt, hp_map=None): - self.opt = opt + def __init__(self, params, opt, hp_map=None, convert_groups=True, **kwargs): + self.opt = opt(_convert_params(params), **kwargs) if convert_groups else opt(params, **kwargs) if hp_map is None: hp_map = pytorch_hp_map - self.fwd_map = {k: hp_map[k] if k in hp_map else k for k in detuplify_pg(opt.param_groups[0]).keys()} + self.fwd_map = {k: hp_map[k] if k in hp_map else k for k in detuplify_pg(self.opt.param_groups[0]).keys()} self.bwd_map = {v:k for k,v in self.fwd_map.items()} self.state = defaultdict(dict, {}) self.frozen_idx = 0 diff --git a/nbs/12_optimizer.ipynb b/nbs/12_optimizer.ipynb index bb464a2b80..a92acdc895 100644 --- a/nbs/12_optimizer.ipynb +++ b/nbs/12_optimizer.ipynb @@ -419,7 +419,7 @@ { "data": { "text/markdown": [ - "

Optimizer.step[source]

\n", + "

Optimizer.step[source]

\n", "\n", "> Optimizer.step()\n", "\n", @@ -509,7 +509,7 @@ { "data": { "text/markdown": [ - "

Optimizer.zero_grad[source]

\n", + "

Optimizer.zero_grad[source]

\n", "\n", "> Optimizer.zero_grad()\n", "\n", @@ -826,7 +826,7 @@ { "data": { "text/markdown": [ - "

Optimizer.state_dict[source]

\n", + "

Optimizer.state_dict[source]

\n", "\n", "> Optimizer.state_dict()\n", "\n", @@ -852,7 +852,7 @@ { "data": { "text/markdown": [ - "

Optimizer.load_state_dict[source]

\n", + "

Optimizer.load_state_dict[source]

\n", "\n", "> Optimizer.load_state_dict(**`sd`**)\n", "\n", @@ -900,7 +900,7 @@ { "data": { "text/markdown": [ - "

Optimizer.clear_state[source]

\n", + "

Optimizer.clear_state[source]

\n", "\n", "> Optimizer.clear_state()\n", "\n", @@ -1287,7 +1287,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": 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1nnHJMSxdWER2SqzXJYlIgFC4j1B/2n6If3z6fSZnxrP0tiJdqldETorCfQR6ZWsli5e9z4yxiSy9bR5JsRFelyQiAUbhPsKs2FzO3c9uZHZ2Ev9zWxGJ0Qp2ETl5umzgCPLihoN86ZkNnJmbzFIFu4ichkGFu5nNN7NiM9ttZvcep811ZrbdzLaZ2TL/lhn8Xtp4kH9+biNF+aksubWIBAW7iJyGAadlzCwMeAS4HCgD1prZcufc9j5tJgP3Aec55w6bWcZQFRyMXttWyVee28TZeak8eUsRMZFhXpckIgFuMCP3ImC3c26vc64DeBa45pg2twOPOOcOAzjnqvxbZvB6e1c1i5dtYOa4JJ645WwFu4j4xWDCfRxQ2me9zLetrwKgwMzeMbP3zGy+vwoMZmtK6rh96TomZsSz9NYi4qO0f1tE/GMwadLfJQddP+8zGbgIyAbeNrOZzrkjH3kjs0XAIoDc3NC+6NXmsiPctmQtY5NjeGphkQ53FBG/GszIvQzoe9+2bKC8nzYvOec6nXMlQDG9Yf8RzrlHnXOFzrnC9PT0U6054O2raebWJ9eSHBvBsi+eQ5pOUBIRPxtMuK8FJptZvplFAtcDy49p8yJwMYCZpdE7TbPXn4UGi5qmdm5+cg09zrH0tiLGJOnuSSLifwOGu3OuC1gMvArsAJ5zzm0zswfNbIGv2atArZltB94Evu6cqx2qogNVc3sXty1Zy6GGNp645WwmpMd7XZKIBClz7tjp8+FRWFjo1q1b58nP9kJndw+3L13HXz6o5rGbCrl0mq7HLiInz8zWO+cKB2qnwzOGgXOO+1/YwlvF1Xz/s7MU7CIy5HT5gWHw2Nt7eW5dGV+6ZBI3FIX2UUIiMjwU7kPs9R2H+P7LO/nErCy+fFmB1+WISIhQuA+h4spGvvTMBmaMTeQ/PzeHUaP6O2VARMT/FO5DpK65gy8uXUtcVDiP3VSoywqIyLDSDtUh0NHVw52/Ws+hhnaeu+NcspJivC5JREKMRu5D4Hsrd7CmpI4fXTubuTnJXpcjIiFI4e5nyzeVs2TVPm47L59r5h57fTURkeGhcPejXYcaufe3mykcn8J9V0/1uhwRCWEKdz9pau/izl+tJzYyjP9345lEhOmjFRHvaIeqHzjnuPe3mympaebpL56ji4GJiOc0vPSDX68tZcXmCr525RTOnTja63JERBTup2t3VRPf+v12zp+Uxp0XTPS6HBERQOF+Wto6u/mnZzYQExnGT67TGagiMnJozv00/McrO9lR0cDjNxeSkah5dhEZOTRyP0VvFlfx5Dv7uOVjebqEr4iMOAr3U3CkpYN7frOZKZkJ3HuVjmcXkZFH0zKn4JvLt1HX3METt5xNdIQuCCYiI49G7ifpla2VvLixnLsunsTMcUlelyMi0i+F+0moa+7g317cwvSsRBZfMsnrckREjkvTMifhgZe2Ut/ayVML5+nyAiIyoimhBumVrZWs2FzB3ZdOZlpWotfliIickMJ9EJrau/jm8m1MHZPAHRfqLFQRGfk0LTMIP3ntAw41tvHI53W1RxEJDEqqAWw9WM+SVSXcUJTLWeNTvC5HRGRQFO4n0N3juP+FLaTGRXLPlTpZSUQCh8L9BJ5evZ9NZfV845PTSYqN8LocEZFBU7gfR01TOz96pZjzJ6WxYM5Yr8sRETkpCvfj+PFrH9Da2c03F8zATJfyFZHAonDvx/byBn699gD/cO54JmXEe12OiMhJU7gfwznHt1dsJzEmgi9fWuB1OSIip0ThfozXth/i3b21fOXyAu1EFZGApXDvo6Orh++t3MHkjHhuLMr1uhwRkVOmcO/jmTUH2F/bwr9+YhrhOhNVRALYoBLMzOabWbGZ7Taze0/Q7lozc2ZW6L8Sh0dLRxc/e2M3RfmpXFSQ7nU5IiKnZcBwN7Mw4BHgKmA6cIOZTe+nXQLwJWC1v4scDk++s4+apnbumT9Fhz6KSMAbzMi9CNjtnNvrnOsAngWu6afdt4EfAm1+rG9YHGnp4Bd/3sNl0zI4a3yq1+WIiJy2wYT7OKC0z3qZb9tRZnYGkOOcW3GiNzKzRWa2zszWVVdXn3SxQ+UXf95LU3sXX7tyiteliIj4xWDCvb85Cnf0RbNRwEPAVwd6I+fco865QudcYXr6yJjXrmpsY8mqEq6ZM5apY3QTDhEJDoMJ9zIgp896NlDeZz0BmAm8ZWb7gHOA5YGyU/Xxt0vo6Orhy5fphCURCR6DCfe1wGQzyzezSOB6YPmHLzrn6p1zac65POdcHvAesMA5t25IKvajw80d/Oq9/Xxqzljy0uK8LkdExG8GDHfnXBewGHgV2AE855zbZmYPmtmCoS5wKD25ah/NHd3cdfEkr0sREfGrQd1mzzm3Elh5zLYHjtP2otMva+g1tnWy5J0SrpyRSUFmgtfliIj4VciehvnUe/tpaOti8cWTvS5FRMTvQjLcWzu6efztEi4sSGdWdpLX5YiI+F1Ihvtv3i+jtrlDc+0iErRCLtx7ehxPvlPC7Owkzs5L8bocEZEhEXLh/ucPqtlb3cxt5+XrGjIiErRCLtwf/2sJmYlRXD0ry+tSRESGTEiFe3FlI3/dXcNN5+YRGR5SXReREBNSCffkOyVER4zSXZZEJOiFTLg3tHXy0sZyFswZS0pcpNfliIgMqZAJ95c2ltPa2c2N88Z7XYqIyJALiXB3zrFs9QGmZyUyRyctiUgICIlw31RWz46KBm6Yl6vDH0UkJIREuC9bvZ/YyDA+PXes16WIiAyLoA/3xrZOfr+pggVzxpIQHeF1OSIiwyLow/3lrZW0dnbzucKcgRuLiASJoA/3FzccZPzoWM7MTfa6FBGRYRPU4V5Z38a7e2v59Nxx2pEqIiElqMN9+aaDOAefPmOc16WIiAyroA73FzaUMzcnmXzd/FpEQkzQhvvOygZ2VDTo8EcRCUlBG+4vbSwnbJTxyTkKdxEJPUEZ7s45Xt5SwccmjiYtPsrrckREhl1QhvsHh5rYV9vC/JljvC5FRMQTQRnur2ytxAwun57pdSkiIp4IznDfVknh+BQyEqK9LkVExBNBF+77a5vZUdHAlTM0JSMioSvowv2P2w8BKNxFJKQFXbi/WVzFlMwEclJjvS5FRMQzQRXuze1drC05zEVT0r0uRUTEU0EV7qv21NLR3cOFBQp3EQltQRXubxVXERcZRmFeqteliIh4KmjC3TnHW8XVfGxSGpHhQdMtEZFTEjQpuKe6iYNHWjXfLiLCIMPdzOabWbGZ7Taze/t5/Stmtt3MNpvZ62Y23v+lntg7u2sBuGCywl1EZMBwN7Mw4BHgKmA6cIOZTT+m2Qag0Dk3G/gN8EN/FzqQ1SW1jEuO0SGQIiIMbuReBOx2zu11znUAzwLX9G3gnHvTOdfiW30PyPZvmSfmnGNNSR1F+dqRKiICgwv3cUBpn/Uy37bjWQi8fDpFnaw91c3UNHUwT+EuIgJA+CDa9HdnaddvQ7MvAIXAhcd5fRGwCCA3N3eQJQ5sdUnvfPu8CaP99p4iIoFsMCP3MiCnz3o2UH5sIzO7DLgfWOCca+/vjZxzjzrnCp1zhenp/tvxuXpvHRkJUeSN1ny7iAgMLtzXApPNLN/MIoHrgeV9G5jZGcB/0xvsVf4v8/icc6wuqWXehNGY9fdLhohI6Bkw3J1zXcBi4FVgB/Ccc26bmT1oZgt8zX4ExAPPm9lGM1t+nLfzu9K6Vg41tGu+XUSkj8HMueOcWwmsPGbbA32eX+bnugZtQ+lhAM7MTfGqBBGRESfgz1DdVFpPdMQoCjLjvS5FRGTECPxwLzvCrHFJhIcFfFdERPwmoBOxs7uHrQfrmZOd7HUpIiIjSkCHe3FlI+1dPczOUbiLiPQV0OG+5WA9AHOykzyuRERkZAnocN9Z0UB8VDg5KTp5SUSkr4AO9x2VjRRkxjNqlE5eEhHpK2DD3TlHcWUjU7MSvS5FRGTECdhwr2xoo761k2ljErwuRURkxAnYcN9Z0QjAlDEauYuIHCtww73yw3DXyF1E5FgBG+67DjWSlRRNUkyE16WIiIw4ARvu+2qbyU+L87oMEZERKYDDvYXxoxXuIiL9Cchwr2/tpK65Q3deEhE5joAM9wO1LQAauYuIHEdAhvu+2mYA8tI0chcR6U9Ahvt+X7jnpircRUT6E5Dhvq+2hczEKGIjB3WXQBGRkBOQ4b6/tpk8zbeLiBxXQIZ7aV0r2brMr4jIcQVcuHf3OKqb2slKiva6FBGRESvgwr2mqZ3uHkemwl1E5LgCLtwr69sAGJOocBcROZ7AC/cGhbuIyEACL9x9I/fMpCiPKxERGbkCLtyzkqK5fHomaXEKdxGR4wm4s4CumDGGK2aM8boMEZERLeBG7iIiMjCFu4hIEFK4i4gEIYW7iEgQUriLiAQhhbuISBBSuIuIBCGFu4hIEDLnnDc/2Kwa2H+KfzwNqPFjOYFC/Q4dodhnCM1+n2yfxzvn0gdq5Fm4nw4zW+ecK/S6juGmfoeOUOwzhGa/h6rPmpYREQlCCncRkSAUqOH+qNcFeET9Dh2h2GcIzX4PSZ8Dcs5dREROLFBH7iIicgIBF+5mNt/Mis1st5nd63U9/mRmT5hZlZlt7bMt1cz+aGa7fI8pvu1mZj/1fQ6bzexM7yo/dWaWY2ZvmtkOM9tmZnf7tgdtv80s2szWmNkmX5+/5dueb2arfX3+tZlF+rZH+dZ3+17P87L+02VmYWa2wcxW+NaDvt9mts/MtpjZRjNb59s2pN/xgAp3MwsDHgGuAqYDN5jZdG+r8qslwPxjtt0LvO6cmwy87luH3s9gsm9ZBPx8mGr0ty7gq865acA5wF2+v9Ng7nc7cIlzbg4wF5hvZucA/wE85OvzYWChr/1C4LBzbhLwkK9dILsb2NFnPVT6fbFzbm6fwx6H9jvunAuYBTgXeLXP+n3AfV7X5ec+5gFb+6wXA1m+51lAse/5fwM39NcukBfgJeDyUOk3EAu8D8yj90SWcN/2o9914FXgXN/zcF8787r2U+xvti/ILgFWABYi/d4HpB2zbUi/4wE1cgfGAaV91st824JZpnOuAsD3mOHbHnSfhe/X7jOA1QR5v31TExuBKuCPwB7giHOuy9ekb7+O9tn3ej0wengr9puHgX8BenzrowmNfjvgNTNbb2aLfNuG9DseaPdQtX62herhPkH1WZhZPPBb4MvOuQaz/rrX27SfbQHXb+dcNzDXzJKBF4Bp/TXzPQZFn83sk0CVc269mV304eZ+mgZVv33Oc86Vm1kG8Ecz23mCtn7pd6CN3MuAnD7r2UC5R7UMl0NmlgXge6zybQ+az8LMIugN9qedc7/zbQ76fgM4544Ab9G7vyHZzD4ccPXt19E++15PAuqGt1K/OA9YYGb7gGfpnZp5mODvN865ct9jFb3/mRcxxN/xQAv3tcBk3971SOB6YLnHNQ215cDNvuc30zsn/eH2m3x71s8B6j/8FS+QWO8Q/XFgh3PuJ31eCtp+m1m6b8SOmcUAl9G7g/FN4Fpfs2P7/OFncS3whvNNxgYS59x9zrls51wevf9233DOfZ4g77eZxZlZwofPgSuArQz1d9zrHQ2nsGPiauADeuco7/e6Hj/37RmgAuik93/vhfTOMb4O7PI9pvraGr1HDu0BtgCFXtd/in0+n95fOTcDG33L1cHcb2A2sMHX563AA77tE4A1wG7geSDKtz3at77b9/oEr/vgh8/gImBFKPTb179NvmXbh7k11N9xnaEqIhKEAm1aRkREBkHhLiIShBTuIiJBSOEuIhKEFO4iIkFI4S4iEoQU7iIiQUjhLiIShP4Xd1aBbunlVQQAAAAASUVORK5CYII=\n", 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" ] @@ -1655,6 +1655,13 @@ "## OptimWrapper -" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`OptimWrapper` provides simple functionality to use existing optimizers constructed with [`torch.optim.Optimizer`](https://pytorch.org/docs/stable/_modules/torch/optim/optimizer.html#Optimizer)." + ] + }, { "cell_type": "code", "execution_count": null, @@ -1720,6 +1727,21 @@ "pytorch_hp_map = {'momentum': 'mom', 'weight_decay': 'wd', 'alpha': 'sqr_mom', 'betas__0': 'mom', 'betas__1': 'sqr_mom'}" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#export\n", + "def _convert_params(o:list) -> list:\n", + " splitter = []\n", + " for group in o:\n", + " if isinstance(group, dict): splitter.append(group)\n", + " else: splitter.append({'params':group})\n", + " return splitter" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1728,12 +1750,13 @@ "source": [ "#export\n", "class OptimWrapper(_BaseOptimizer, GetAttr):\n", + " \"A wrapper class for existing PyTorch optimizers\"\n", " _xtra=['zero_grad', 'step', 'state_dict', 'load_state_dict']\n", " _default='opt'\n", - " def __init__(self, opt, hp_map=None):\n", - " self.opt = opt\n", + " def __init__(self, params, opt, hp_map=None, convert_groups=True, **kwargs):\n", + " self.opt = opt(_convert_params(params), **kwargs) if convert_groups else opt(params, **kwargs)\n", " if hp_map is None: hp_map = pytorch_hp_map\n", - " self.fwd_map = {k: hp_map[k] if k in hp_map else k for k in detuplify_pg(opt.param_groups[0]).keys()}\n", + " self.fwd_map = {k: hp_map[k] if k in hp_map else k for k in detuplify_pg(self.opt.param_groups[0]).keys()}\n", " self.bwd_map = {v:k for k,v in self.fwd_map.items()}\n", " self.state = defaultdict(dict, {})\n", " self.frozen_idx = 0\n", @@ -1761,7 +1784,7 @@ "outputs": [], "source": [ "sgd = SGD([tensor([1,2,3])], lr=1e-3, mom=0.9, wd=1e-2)\n", - "tst_sgd = OptimWrapper(torch.optim.SGD([tensor([1,2,3])], lr=1e-3, momentum=0.9, weight_decay=1e-2))\n", + "tst_sgd = OptimWrapper([tensor([1,2,3])], torch.optim.SGD, lr=1e-3, momentum=0.9, weight_decay=1e-2)\n", "#Access to param_groups\n", "test_eq(tst_sgd.param_lists, sgd.param_lists)\n", "#Set param_groups\n", @@ -1780,8 +1803,8 @@ "metadata": {}, "outputs": [], "source": [ - "tst_sgd = OptimWrapper(torch.optim.SGD([{'params': [tensor([1,2,3])], 'lr': 1e-3}, \n", - " {'params': [tensor([4,5,6])], 'lr': 1e-2}], momentum=0.9, weight_decay=1e-2))\n", + "tst_sgd = OptimWrapper([{'params': [tensor([1,2,3])], 'lr': 1e-3}, \n", + " {'params': [tensor([4,5,6])], 'lr': 1e-2}], torch.optim.SGD, momentum=0.9, weight_decay=1e-2)\n", "sgd = SGD([[tensor([1,2,3])], [tensor([4,5,6])]], lr=[1e-3, 1e-2], mom=0.9, wd=1e-2)\n", "#Access to param_groups\n", "test_eq(tst_sgd.param_lists, sgd.param_lists)\n", @@ -1806,7 +1829,7 @@ "source": [ "#hide\n", "#check it works with tuply hp names like in Adam\n", - "tst_adam = OptimWrapper(torch.optim.Adam([tensor([1,2,3])], lr=1e-2, betas=(0.9, 0.99)))\n", + "tst_adam = OptimWrapper([tensor([1,2,3])], torch.optim.Adam, lr=1e-2, betas=(0.9, 0.99))\n", "test_eq(tst_adam.hypers, [{'lr': 0.01, 'mom': 0.9, 'sqr_mom': 0.99, 'eps': 1e-08, 'wd': 0, 'amsgrad': False}])\n", "tst_adam.set_hyper('mom', 0.95)\n", "test_eq(tst_adam.opt.param_groups[0]['betas'], (0.95, 0.99))\n", @@ -1844,7 +1867,7 @@ " wgt,bias = m.weight.data.clone(),m.bias.data.clone()\n", "\n", " m.load_state_dict(torch.load('tmp.pth'))\n", - " opt1 = OptimWrapper(torch.optim.AdamW(m.parameters(), betas=(0.9, 0.99), eps=1e-5, weight_decay=1e-2))\n", + " opt1 = OptimWrapper(m.parameters(), torch.optim.AdamW, betas=(0.9, 0.99), eps=1e-5, weight_decay=1e-2)\n", " _mock_train(m, x.clone(), y.clone(), opt1)\n", " wgt1,bias1 = m.weight.data.clone(),m.bias.data.clone()\n", "\n", @@ -1872,7 +1895,7 @@ " wgt,bias = m.weight.data.clone(),m.bias.data.clone()\n", "\n", " m.load_state_dict(torch.load('tmp.pth'))\n", - " opt1 = OptimWrapper(torch.optim.Adam(m.parameters(), betas=(0.9, 0.99), eps=1e-5, weight_decay=1e-2))\n", + " opt1 = OptimWrapper(m.parameters(), torch.optim.Adam, betas=(0.9, 0.99), eps=1e-5, weight_decay=1e-2)\n", " _mock_train(m, x.clone(), y.clone(), opt1)\n", " wgt1,bias1 = m.weight.data.clone(),m.bias.data.clone()\n", "\n", @@ -1886,6 +1909,22 @@ "finally: os.remove('tmp.pth')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use an existing PyTorch optimizer, you can define an optimizer function like this:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt_func = partial(OptimWrapper, opt=torch.optim.SGD)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1904,6 +1943,7 @@ "text": [ "Converted 00_torch_core.ipynb.\n", "Converted 01_layers.ipynb.\n", + "Converted 01a_losses.ipynb.\n", "Converted 02_data.load.ipynb.\n", "Converted 03_data.core.ipynb.\n", "Converted 04_data.external.ipynb.\n", @@ -1915,6 +1955,7 @@ "Converted 09b_vision.utils.ipynb.\n", "Converted 09c_vision.widgets.ipynb.\n", "Converted 10_tutorial.pets.ipynb.\n", + "Converted 10b_tutorial.albumentations.ipynb.\n", "Converted 11_vision.models.xresnet.ipynb.\n", "Converted 12_optimizer.ipynb.\n", "Converted 13_callback.core.ipynb.\n", @@ -1962,7 +2003,7 @@ "Converted 71_callback.tensorboard.ipynb.\n", "Converted 72_callback.neptune.ipynb.\n", "Converted 73_callback.captum.ipynb.\n", - "Converted 74_callback.cutmix.ipynb.\n", + "Converted 74_callback.azureml.ipynb.\n", "Converted 97_test_utils.ipynb.\n", "Converted 99_pytorch_doc.ipynb.\n", "Converted dev-setup.ipynb.\n", diff --git a/nbs/14_callback.schedule.ipynb b/nbs/14_callback.schedule.ipynb index ab9d28e77d..c879305a8c 100644 --- a/nbs/14_callback.schedule.ipynb +++ b/nbs/14_callback.schedule.ipynb @@ -185,7 +185,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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+q9gYyjJn1Y0bNx4VaitcuDDR0dGvdJ7nyZMtfk8nGyzMBGGvOrLnRcwsIPBT6LcTnL3h776wsB3cjsye6xkRIQR+bn58W/NbtrXbxtcBX2NlZsWo/aNotKQRX+/5mpOxJ7UOU1H+48myzLt27eLs2bNPlWXesWMH5ubmmZZl3rlz51Nlmf38/OjXrx9RUVGPrvWssszGJE+2+M3NdJQtkp8d527yedNsvJCbD/TcAPunw5ZvYWINaPwNVOlpNEXfspOdhR1tSrehTek2nIo9xeKzi1l7cS3Lzy+nvEt5Ovp2JKhYkBoWqvy/F7TMs4sxlGXOqoIFCz6q0BkVFYWbm9trnS8zL8xOQohZQohoIUSmc56FEJ8KIY5kvE4IIdKEEAUyPosQQhzP+OzVqq69oncqu3M66g4nr93O3gvpzKBGfxgYoq/9v+Zj+KM53AzL3usamTLOZfim5jdsbruZYdWHcTf5Lp/v/JzGSxsz6cgkbj64qXWIigl7WJYZyLQsM/BUWeaxY8cSEBDwqCzzmTNnKFu2LPny5XtUlhn0hROPHj1qsFhbtWrFnDlzAJgzZw5vvvmmwc79iJTyuS8gEKgMnMjCvi2BrY+9jwBcXnTck68qVarI1xV3L0mW+mKt/HbVydc+V5alp0t5aJ6UIz2lHOEm5c7fpExNybnrG5G09DS5K3KXHLh5oCz/R3lZaW4l+cXOL+SZ2DNah6bksFOnTml6/YsXL0pfX1/Zr18/Wb58efnOO+/I+/fvSyml3Lx5s/Tz85PlypWTPXr0kImJiVJKKRMSEqSlpaXcsGGDlFLKPn36yJYtWz46Z3h4uAwKCpIVKlSQvr6+8ttvv5VSStmtWze5ZMmSZ8ZSrFgx6eTkJO3s7KS7u7s8eVKfn3r16iUPHDggpZTy5s2bskGDBtLb21s2aNBAxsbGPnWezL5TIFRmMcdmqSyzEKI4sFpK+dwVAYQQC4FtUsrpGe8jgKpSypdq7r1OWebHDZh/kH0X49j7eUMszXOw6+XudX3L/8xqKFwR3pyofwBloi7ducT8U/NZeWElD1IfUKNwDbqV7UatIrVUxVAToMoyG97rlmU2WDYUQtgCwcCyxzZLYKMQ4qAQoq+hrpVVbap4EHc/mX/PGv6p+HM5FIJ350PbOXDnGkyrB1u/h9SkFx6aFxXLV4zhNYazqc0mhlQeQnh8OAM2D+CdVe+w6sIqUtJTtA5RUUyKIZvBLYHd8r+LqdeSUlYGmgKDhBCBzzpYCNFXCBEqhAiNiTHM2PjA0q642Fux7JAGo22EgLJvwaD9UL6dfr3fKbXh8r6cj8VI5LfKT6/yvVjfej0/1P4BgOG7htNseTPmnZpHQkqCxhEqeZEqy/w0Qyb+9sCfj2+QUl7L+N9o4G/g6QUm/3/faVLKqlLKqq6urgYJyMJMx1t+RdhyOprYexq1tm0LwNuTofMySHkAs4Jg3VBIyqahprmAhZkFrUq2Ynmr5UxsOJEidkUYfWA0wcuCmXZsGneS72gdoqLkaQZJ/EKI/EBdYOVj2+yEEA4PfwaaADn+Z7d1FQ9S0yWrjl7L6Uv/l3cj/cif6n30a/5ODoAL27SNSWNCCAI9ApnTdA7zms6jvGt5xh8eT9DSIMYfHk98Yt6qiaQoxiIrwzn/BEKAN4QQkUKIXkKI/kKI/o/t9jawUUr5eI2EgsAuIcRRYD+wRkq53pDBZ4Vv4XxU8MjPvJBLpKVrXFrAygGa/Qw91oOZJcx7C1YOggeGL8KU2/i5+TGx4USWtFxCQJEAph+bTtCyIH47+Bu3EtX3oyiGlOcWW8/M2uNRDFxwiPEdKtGyYhGDnfe1pCTqF3vZPQ7sXKD5GPBtqXVURiPsVhjTjk1jfcR6rM2t6eTbiW5luuFo7ah1aMpL0npUT15kNKN6jFlw2UJ4u9kzYWsY6Vq3+h+ysIZGX0PfbWDvBos6w+JucC+HRyAZKW8nb0bXHc2KN1dQz6MeM4/PJHh5MBMOT1DPAJRcadOmTVSpUoXy5ctTpUqVR7V9nqTKMhuITicYXN+bszfusvHUDa3D+a/CFaHPNmj4FZxdBxOqwZE/wQjvxLTg5ejF6LqjWd5qObWK1GLqsak0XdaUGcdnqFFAilF7siyzi4sL//zzD8ePH2fOnDl06dIl0+NUWWYDalGhMMWdbZmw7bzxlRE2s9Av7N5/F7j6wIr+ML81xKuFTx7ydvJmTL0xLGm5hEpulRh3aBzNljfjzzN/kpKm5gEoz2YsZZkrVapEkSL6ruayZcuSmJhIUtLTow1VWWYDMjfTMbCeN58tO8a/Z2Oo72P4wkevzbU09FgHB2bol3ycFAANv4ZqvU2i6FtW+BTwYULDCRyJPsLYQ2P5cd+PzDk5h/cqvUfTEk3VEpFG7qf9P3Em7oxBz+lTwIeh1Yc+dx9jK8u8bNkyKlWqhJWV1VOfqbLMBvZ2ZXfcHW34bfM54+nrf5JOB/59YdBe8PSHdZ/C7KZw87zWkRkVPzc/ZgfNZnKjydhb2DNs5zDar27P3qi9WoemGCFjKst88uRJhg4dytSpU7P3H/0cJtPiB/2Ero+blOajxUdZfvgqbap4aB3SszkW1U/6OvonrP8cJteCekOh5vv6riEFIQS13WtTs0hN1oSvYcLhCfTZ2Ida7rX4pMoneDt5ax2i8oQXtcyzi7GUZY6MjOTtt99m7ty5lCxZMtN9jKIsc17zlp87fp6O/LT+DPeSUl98gJaEAL+O+rIPpYNgy3cwvQFEGa4EbF6gEzpalmzJqrdX8UnVTzgWc4zW/7Tm25BvVTloBTCOsszx8fE0b96ckSNHPrr7yExOlGU2ucSv0wm+blmGmLtJTNyWS2rmOxSEd+dBu3lw7wZMqw+bv9XPBVAesTKzolvZbqx9ey0dfTqy4vwKmi9vzozjM0hKM80CeYqer68vc+bMoUKFCsTFxTFgwACsra2ZPXs2bdu2pXz58uh0Ovr3189L9ff358aNGwQG6suLVahQgQoVKjy6c1iwYAEzZ86kYsWKlC1blpUrVz7z2g9NmDCBsLAwRowYgZ+fH35+fo/673v37s3DuUvDhg1j06ZNlCpVik2bNjFs2DCDfx8mMYErMx8tPsLqo1Fs+iiQYs6vt2JOjnpwCzZ8CUfm65d9bDUBigVoHZVRunTnEmNCx7Dtyjbc7d35qMpHNC7WWJWCzmFaT+BSZZmfZnIt/oeGBvtgbiYYsfq08Q3vfB4bJ3hrInT5G9KSYXYwrPkEku5qHZnRKZavGL83+J3pTaZja2HLx9s/pvfG3py7dU7r0BRFUyab+Avms+b9hqXYfPoGa49f1zqcl1eyAQwIAf/++uGfkwIgbLPWURmlGoVrsLjFYob7D+fsrbO0/actP+z9gdtJ2bwsp2IUVFnmp5ls4gfoXbsE5d3z8/WqE8TdT9Y6nJdnZQ9Nf9Iv+G5ho5/09fcASIh78bEmxlxnTnuf9qx+azVtS7dl8bnFtFrRir/P/026TNc6vDwvV91VGzlDfJcmnfjNzXSMblOB+IQUvvvnpNbhvLqi/tBvJ9T5BI4vhon+cOrFD5tMkaO1I1/W+JJFLRZR1KEoX+35ii7runA69rTWoeVZ1tbWxMbGquRvAFJKYmNjsba2fq3zmOzD3cf9tukc47acZ2a3qjT0LZhj180WUcdg1WD9kE+fFvqqnw6FtI7KKEkp+Sf8H8aEjiE+KZ4OPh0Y5DcIB0sHrUPLU1JSUoiMjCQxUY1CMwRra2s8PDywsPjvfJ6XebirEj+QnJpOy/G7uJWQzPohgRSws8yxa2eLtFQImQDbftRXAQ36Efw66ecFKE+5nXSb8YfHs/jsYpxtnBlafShBxYLU6B8lV1Gjel6SpbmOX9+tSHxCCp8tPZb7b0nNzKH2EBiwB9zK6hd7mfcW3IrQOjKjlN8qP1/W+JKFzRfiauPKp9s/ZeCWgUTe1WCtZkXJAVlZgWuWECJaCJHpY3EhRD0hxG0hxJGM11ePfRYshDgrhAgTQhh+FoIBlS2Sn6FNfdh8+gbz9l7SOhzDcPGG7mv03T2RofqRP3snQ3qa1pEZpXIu5VjYfCFDqw3l0I1DvL3ybf448Qep6UY+w1tRXlJWWvx/AMEv2GenlNIv4/UdgBDCDJgINAXKAB2EEGVeJ9js1rNWceq/4cr3a05zOiqPLPah0+mrew7cC8VqwfphMCsYog1bITGvMNeZ07lMZ1a+tZKAIgGMOTiGjms6cir2lNahKYrBvDDxSyl3AK8yPrA6ECalDJdSJgN/AYYvOmFAQgh+bluR/DYWvPfnYe4bey2fl+HoCZ2WwNvTIPY8TK0D238GVcs+U4XsCjGu/jh+rfcrMQ9i6LCmA78e/JXEVPWAUsn9DNXHHyCEOCqEWCeEKJuxzR248tg+kRnbjJqLvRXj3vUjPOYeny3LA/39jxMCKr4Lgw7oR/xs+x6m1YNrh7WOzCgJIWhcrDEr31rJ295vM/vEbNr804bQ6zk38EBRsoMhEv8hoJiUsiIwHni4XExmQyKemUWFEH2FEKFCiNCYmBgDhPXqanq78FmwD2uORTFj50VNY8kW9q7Qdja0XwgJsfqKn5u+gpQHWkdmlPJZ5uObmt8wvcl00tLT6LGhBz/s/UEt/ajkWq+d+KWUd6SU9zJ+XgtYCCFc0LfwPR/b1QO49pzzTJNSVpVSVnV1dX3dsF5bv0AvmpYrxMh1p9lzIY+W9vVpru/7r9QFdo+DyTUhYpfWURmtGoVrsKzVMjr7dmbR2UW8s+odtfCLkiu9duIXQhQSGQOehRDVM84ZCxwASgkhSgghLIH2wKrXvV5Oedjf7+Vqz+CFh7kSl0dbdzaO0Op36LoKZDr80RxWfwiJeeThtoHZWtgytPpQ5jSdg7nOnD4b+zAiZIRq/Su5SlaGc/4JhABvCCEihRC9hBD9hRD9M3ZpA5wQQhwFfgfaS71UYDCwATgNLJZS5qq6CPZW5kzrUoXUtHR6zTnAncQ8/CDUq65+3H/AYDj4B0yqAec2ah2V0arkVomlLZfStUxXlpxbQutVrVXfv5JrqJm7WbAn7CZdZ+2nprcLs7pVxdwsj897iwzVT/qKOQPl20HwKLBz1joqo3XoxiG+3P0lkXcj6VymM+9Xeh9r89erpaIoL0vN3DWwmt4ufP9WOXaci+G71afy1kifzHhUhX47oO5QOLkcJlaHE8sgr/+7X1HlgpVZ2nIp7d5ox7xT82i/uj0nY3PVza1iYlTiz6L21YvSN9CLuSGXmLYjXOtwsp+5FdT/Avpu188BWNoT/uoEd6K0jswo2VrY8mWNL5naaCp3U+7SeU1nph6dqmb9KkZJJf6XMCzYhxYVCjNy3RmWHzKROi6FykGvzdDke7iwRV/y+eAc1fp/hpruNVneajmNizdmwpEJ9Fjfgyt3r7z4QEXJQSrxvwSdTjCmXUVqeTvz2dJj/Hs2WuuQcoaZOdR8T//wt3AF+Od9mNsK4vLgHAcDyG+Vn9GBoxlVZxQX4i/QZlUbVoStyPtdhEquoRL/S7IyN2NK5yqULujAwAWHOHT5ltYh5Rznkvphny3GwrUj+qJvIRNV0bdnaO7VnGWtllHGuQz/2/0/Pt3xqVruUTEKKvG/AgdrC/7oWQ03Byu6zdrPiasm9Mus00HVHvqJX151YcMXMLMJ3FBFzDJT2L4wM5rM4P1K77Pl0hZV8kExCirxvyI3B2sW9KlBPmsLus7az/kbd7UOKWfld4cOf0HrmXDrIkwNhH9HQWouXLs4m5npzOhToQ9zm87FUmdJr429mHRkknrwq2hGJf7X4O5ow/ze/pjpBJ1m7OPizftah5SzhIDybWDQfijzJvw7EqbVhasHtY7MKJV3Lc/ilotpXqI5k49OpteGXly/f13rsBQTpBL/ayrhYsf8Xv6kpks6TNtreskfwM4F2syEDovgQTzMaAQbhkOyKmPwJDsLO36s8yM/1v6RM3FnaL2qNdsub9M6LMXEqMRvAG8UcmBBb3+S09JpPy3ENJM/wBvBMGgvVO6mX/N3cgBc3KF1VEapZcmWLG65GHd7d97f9j6jD4wmRa2NoOQQlfgNxLdwPhb28SclTdJ+WggXYu5pHZJeUmk0AAAgAElEQVQ2rPNDy7HQbTUgYE5L+OcDSDShB+BZVCxfMeY3m09Hn47MOzWPLuu6qHV+lRyhEr8B+RTSJ//UNMm7U0PyzvKNr6JEHf24/5rvwaG5MLEGnF2vdVRGx9LMks/9P2dsvbFcvnOZdqvbseXyFq3DUvI4lfgNzKdQPhb1C8Bcp6P9tL0cvRKvdUjasbTVz/jtvRlsnODPd2FpL7ifR9c3eA0NizVkUctFeDp4MmTbEH3XT7rq+lGyh0r82cDbzZ4l/QPIZ2NOpxn72Bseq3VI2nKvAn3/hXpfwKmV+qJvx5eqsg9P8HTwZF7TeXTw6cC8U/Poub4nN+7f0DosJQ9SiT+beBawZUm/mhTKb03XWfvZeNLEh+2ZW0K9odB/JziVgGW94M/2cPuq1pEZFUszS77w/4LRgaM5e+ss7Va3U6t8KQanEn82KpTfmiX9AvAtnI/+8w+y+IAq1oWbL/TaCEE/Qvh2fdG30FmQnq51ZEalaYmm/NX8L5ysnOi3qR8zjs8gXarvSDGMrKzANUsIES2EOPGMzzsJIY5lvPYIISo+9lmEEOK4EOKIEMIk56k72VmysLc/tbxd+GzZMSZuC1PFunRmEDAIBoaAeyX9Uo9zW0HsBa0jMypejl4sbL6QoGJBjDs0jiHbhnA32cRmiCvZIist/j+A4Od8fhGoK6WsAIwApj3xeX0ppV9WV4bJi+yszJnZrRpv+hXh5w1nGb7iBKlpqvVGgRL6om+txkPUMf1i77t/hzRVyuAhWwtbfgr8iWHVh7Ezcicd1nQg7FaY1mEpudwLE7+UcgcQ95zP90gpH5ao3At4GCi2PMXSXMdv7fwYWK8kC/ddpt+8gyQkqwSHEFC5KwzaByUbwqb/wczGcD3TG0yTJISgk28nZgbN5H7KfTqu7cjGCLUesvLqDN3H3wtY99h7CWwUQhwUQvR93oFCiL5CiFAhRGhMTIyBwzIOOp3gs2Afvn+rHNvORtNuagjXbydqHZZxyFcY2i+ANrMh/rK+5s+2HyE1SevIjEblgpVZ1GIRpZ1K8/H2j/n14K+kqZLYyivI0mLrQojiwGopZbnn7FMfmATUllLGZmwrIqW8JoRwAzYB72XcQTyXsS22nh22nYlm8MJDOFhbMKNbVcq559c6JOOREAfrh8GxReDqA60mgGc1raMyGilpKYzaP4rF5xZTq0gtfgr8ifxW6r8fU5fji60LISoAM4A3HyZ9ACnltYz/jQb+Bqob4np5QX0fN5YOqIlOQLupIWq45+NsC8A706DjEki6p+/6Wf8FJJtoDaQnWJhZ8L+A//FNwDfsu75P9fsrL+21E78QoiiwHOgipTz32HY7IYTDw5+BJoDquH2Mb+F8rBhci1IFHeg3/6Aa8fOk0k30I3+q9YK9E/UrfoX/q3VURqN16dbMDppNQkoCndZ2YuvlrVqHpOQSWRnO+ScQArwhhIgUQvQSQvQXQvTP2OUrwBmY9MSwzYLALiHEUWA/sEZKqYq1PMHNwZpFfWvQqqJ+xM/7fx3hQbLqt33EOh80HwPd14LOHOa+CSsH68s/K/i5+bGoxSJK5C/BB9s+YNqxaarxoLxQlvr4c5op9PE/SUrJlO3hjN5whrJF8jGlcxU8nGy1Dsu4pDzQL/ayZzzYuen/IPi20Doqo5CYmsjXe75m7cW1BBcP5rta32FjbqN1WEoOyvE+fuX1CSEYUK8kM7tV5VJsAi3H72JPmCpm9h8WNtD4O+i9Rb/4y6JOsKQ73Mubo8BehrW5NaPqjOLDKh+yIWID3dd3V3V+lGdSid/INPApyKrBtXGxt6LzzH1M23FB3bo/yb2yvuhb/S/hzBqYWA2OLjL5om9CCHqW68nvDX4n4nYEHdZ04OTNk1qHpRghlfiNUAkXO/4eVIvgcoX4ce0ZBsw/xJ1EVaL3P8wsoO6n0G8nOJeCv/vCwnZwWy1kUs+zHvOazcPSzJJu67uxIWKD1iEpRkYlfiNlb2XOxI6V+bK5L5tO3+DNCbs5c92EF3Z5Fjcf6Lkegn+CiF36om8HZph80bfSTqVZ0GwBvgV8+WT7J+qhr/IfKvEbMSEEvet48WefGtxLSuWtibtZHHpF/QI/SWcGNfrrh356VIU1H8MfzeGmaY9td7ZxZkbQDFp4tWD84fEM3zWc5LRkrcNSjIBK/LlA9RIFWPN+bSp5OvHZ0mN8vOSoqvOTGafi0GUFvDkRok/ClFqw6zeTLvpmZWbFj7V/ZJDfIP4J/4c+G/sQn6iGwpo6lfhzCTcHa+b39ueDhqX4+/BVWqmun8wJAZU6w6D94N0INn8DMxrA9eNaR6YZIQT9K/ZndOBoTtw8Qed1nbl857LWYSkaUok/FzHTCT5sXJr5vfy5/SCFVhN2M2/vJdX1kxmHQvqib+3mwp0omFYPtoyAFNMtite0RFNmBM3gTtIdOq3txKEbh7QOSdGISvy5UC1vF9Z9UIcAL2f+t+IEA+YfIj5B9d1mqsyb+pLP5dvCzl9gah24vE/rqDRTya0SC5otwNHKkT4b+7A+Qk2mN0Uq8edSLvZWzO5ejeHNfNly5gbBY3eqCV/PYlsA3p4CnZfpZ//OCoJ1Q/UF4EyQZz79ou7lXMrx6fZPmX1itrprNDEq8ediOp2gT6AXywfUwtbSjE4z9zFy3WmSUlWtn0x5N9KP/KneB/ZN1Rd9C9uidVSacLR2ZFqTaQQVD+LXg7/yw74fVG1/E6ISfx5Q3iM/q9+vTftqRZm6PZy3Ju7h3A21NmumrByg2c/QYx2YW8H8d2DFQP0aACbGysyK0YGj6VG2B4vOLuKjfz8iMdV0n4GYEpX48whbS3NGvlOe6V2rEn0nkRbjdzFjZzjp6eoWPlPFAqD/Lqj9ERz9Sz/x69QqraPKcTqh46OqHzGs+jC2XdlG7429uZV468UHKrmaSvx5TOMyBVk/JJA63i58v+Y0HWfs5UpcgtZhGScLa2j0NfTdBg4FYXEXWNQF7ppecbNOvp0YU28Mp2NP03VdV67eu6p1SEo2Uok/D3J1sGJGt6r81Lo8J67eIXjsDv7af1k9wHuWwhWhzzZo+BWc2wATq8ORhSZX9K1xscZMbzKd2MRYOq/tzNm4s1qHpGSTLCV+IcQsIUS0ECLTFbSE3u9CiDAhxDEhROXHPusmhDif8epmqMCV5xNC8G61oqz7oA4VPBwZtvw43Wcf4Fr8A61DM05mFlDnY333j6sPrBgA81vDrUtaR5ajKheszNzguZgJM7qv787+qP1ah6Rkg6y2+P8Agp/zeVOgVMarLzAZQAhRAPga8Ee/3u7XQginVw1WeXmeBWxZ0Nufb1uVZf/FOIJ+28GiA6r1/0yupfUPfpv+DJf36kf+7JtqUkXfvJ28md9sPgVtC9J/c382RmzUOiTFwLKU+KWUO4DnDXt4E5gr9fYCjkKIwkAQsElKGSelvAVs4vl/QJRsoNMJutUszvohdShTJB9Dlx2n66z9RN5Sff+Z0unAvy8M2gtFa8C6z2B2U4g59+Jj84hCdoWY03QOZZ3L8sn2T1h8drHWISkGZKg+fnfgymPvIzO2PWu7ooFiznb82acGI94sy6FLt2jy2w7mhkSokT/P4lhUP+nrrSkQc0Zf9G3HL5BmGmsj5LfKz7Qm06jjUYcRe0cw+ehkdaeYRxgq8YtMtsnnbH/6BEL0FUKECiFCY2LUUnrZRacTdAkozoYPA6lSzImvVp6k3dQQwqLVuP9MCQF+HWDwAXijGWwdAdPrw7UjWkeWI2zMbRhbfyytSrZi0pFJ/HTgJ9Kl6XR75VWGSvyRgOdj7z2Aa8/Z/hQp5TQpZVUpZVVXV1cDhaU8i4eTLXN7VueXthUJi7lHs3G7GLv5HMmp6pc6U/Zu0G4OvDsf7kXD9Ab6yp8pef9huYXOghG1RtDZtzMLTi9g+K7hpKSbxl1PXmWoxL8K6JoxuqcGcFtKGQVsAJoIIZwyHuo2ydimGAEhBG2qeLDpw7oElSvE2M3nafb7Tg5EmN4s1izzbakv+ubXQV/rf0ptuLRH66iynU7o+KzaZ7xX6T1Wh6/mw20fqlm+uVhWh3P+CYQAbwghIoUQvYQQ/YUQ/TN2WQuEA2HAdGAggJQyDhgBHMh4fZexTTEirg5WjO9QiVndq/IgOY22U0L4fPkxbieoVl2mbJz0i710WQFpyfoHv2s+gaS83V0mhKBvhb586f8lOyJ3MHDLQO6n3Nc6LOUVCGN8WFO1alUZGhqqdRgmKSE5ld82nWPW7gicbC0Y3tyXt/zcESKzxzUKyfdh6/ewdzLkc4eW46BUI62jynarw1fz5a4v8S3gy+RGk3G0dtQ6JJMnhDgopayalX3VzF3lP2wtzRnevAyrBtfCw8mWDxcdpeP0fYRFm2YJ4xeytIPgkdBro/7nBa1heb88X/SthVcLxtYfy7lb5+ixoQcxCWpARm6iWvzKM6WnS/48cJmf1p3hQUoavet48V4Db2wtzbUOzTilJsGOn/V9/zZO+iqgZd7SjwzKo/ZH7Wfw1sG42rgyvcl0itgX0Tokk/UyLX6V+JUXunkviZFrz7DsUCTujjb8r4UvQWULqe6fZ7l+HFYOhqgj4NMCmo/RLwWZRx2JPsLAzQOxs7RjeuPpFM9fXOuQTJLq6lEMysXeijHtKrKkfwAO1ub0n3+IrrP2cyFGdf9kqlB56L0FGn0LYZv1Rd8OzcuzRd/83PyYGTSTpNQkuq/vzvlb57UOSXkB1eJXXkpqWjrz915izKZzJKak0bN2Cd5rUAp7K9X9k6mbYfDP+3BpN3jV0z/8dSqucVDZIzw+nN4be5OSnsK0xtPwdfbVOiSTorp6lGx3814SP607w5KDkbg5WDE02Ie3K7mj06nun6ekp8PB2bDpa5Bp+vLP1fuCzkzryAzu8p3L9N7Ym3vJ95jSeAoVXCtoHZLJUIlfyTGHL9/im39OcfRKPJWKOvJ1y7L4eaqhfZm6HQmrP4TzG8GjOrQaD24+WkdlcNfuXaPXhl7EJcYxqdEkqhSsonVIJkH18Ss5plJRJ/4eUJPRbSpwJe4Bb03czUeLj3DjjprV+ZT8HtBxMbwzHWLDYGod2P5zniv6VsS+CH8E/4GbrRsDNg/gwPUDWoekPEG1+BWDuZuYwsRtF5i16yLmZoIBdUvSJ9ALa4u816Xx2u7FwPqhcGIZFCynb/27V37xcbnIzQc36b2hN1fvXWVcg3HULFJT65DyNNXVo2jqUux9Rq07w7oT1ymS35rPgn1oVbGI6v/PzJm1sOYjuHcDAgZD/S/AwkbrqAwm9kEsfTb14dLtS4xrMI7a7rW1DinPUolfMQp7w2MZsfoUJ6/doaJHfoY3L0P1EgW0Dsv4PIiHTf+DQ3OhgJe+9V887yTI+MR4+mzqQ3h8OGPrj6WORx2tQ8qTVB+/YhRqeDnzz+Da/NK2IjfuJNFuagj95oVy8aYq7PUfNo76ZN91Fch0+KO5/iFw4h2tIzMIR2tHZjSZQUnHknyw7QN2RO7QOiSTp1r8So54kJzG9J3hTNl+geTUdDr5F+X9hqVwtrfSOjTjkpwA236AvZPAoTC0+A1KB2kdlUHcTrpN3019OXfrHGPrjaWuZ12tQ8pTVFePYrSi7yYydvN5Fh24go2FGf3retGzdglV/+dJkaH6sg8xp6F8OwgeBXbOWkf12u4k36HvxozkX38sgR6BWoeUZ6jErxi9sOi7jFp3ls2nb+DmYMWHjUvTtooH5maq9/GR1GTYOUb/ss4HTUdDuda5vujbw5b/+VvnVfI3IJX4lVzjQEQco9ad4eClW3i52vFpkzcILqcKwP3HjZP61v+1Q/p1f5uPgXy5uwrm48l/XP1x6oGvARj84a4QIlgIcVYIESaEGJbJ578JIY5kvM4JIeIf+yztsc9WZf2foZiCasULsLR/ANO6VMFMCAYsOMRbk/awJ+ym1qEZj4JlofdmaPI9XNgGE/3h4B+5uuhbfqv8TGs8DW9Hb4ZsG8Keq3l/+Upj8sIWvxDCDDgHNEa/ePoBoIOU8tQz9n8PqCSl7Jnx/p6U0v5lglItftOUli5ZdiiSsZvOce12IrW9Xfg06A0qqhIQ/y/2AvzzAUTshBKB+qJvBby0juqVxSfG03tjbyLuRDCx4UT8C/trHVKuZegWf3UgTEoZLqVMBv4C3nzO/h2AP7NycUV5nJlO0K6qJ1s/qcf/WpThVNQd3py4m37zQjl3I2+vZ5tlziX1wz5bjIVrR2BSTdgzAdLTtI7slThaOzK9yXQ8HTwZvGWwKu+QQ7KS+N2BK4+9j8zY9hQhRDGgBLD1sc3WQohQIcReIcRbrxypYjKsLczoVbsE2z+tx5BGpdgdFkvQ2B0M+eswl2LVHAB0OqjaAwbuBa+6sHE4zGwMNzK9CTd6TtZOzGgygyL2RRi0ZRBHoo9oHVKel5XEn9lTtmf1D7UHlkopH29+FM24/egIjBVClMz0IkL0zfgDERoTo9bvVMDB2oIhjUqz87P69A30Yv3J6zQYs51hy45xNf6B1uFpL787dPgLWs+EWxEwNRD+HaUfDZTLONs4M6PJjEeF3U7cPKF1SHlaVvr4A4BvpJRBGe8/B5BSjsxk38PAICllpk9qhBB/AKullEufd03Vx69kJvpOIpP+vcDCfZcBaF/dk4H1vCmU31rjyIzA/Vh90bfjS8CtDLSaAB65rxzy9fvX6b6+O3eS7zAraBY+BfJe2ersYtDhnEIIc/QPdxsCV9E/3O0opTz5xH5vABuAEjLjpEIIJyBBSpkkhHABQoA3n/Vg+CGV+JXnuRr/gAlbz7MkNBKdTtDJvygD6pXEzUH9AeDsen25h3vXocZAqD8cLG21juqlXL13le7ru5OUmsTs4NmUdMy0k0B5gsHH8QshmgFjATNglpTyByHEd0ColHJVxj7fANZSymGPHVcTmAqko+9WGiulnPmi66nEr2TFlbgExm89z7JDVzHXCTrXKEa/ul7qD0Dibf1qXwdn65d5bDVePwIoF7l05xLd13dHIPgj+A+K5iuqdUhGT03gUkxKxM37jN8axt+HI7E019HJX/0BAODiDlj1Pty6CFW6Q+PvwDq/1lFlWditMHps6IGNuQ1zgudQ2L6w1iEZNZX4FZN08eZ9xm89z8oj1zDXCTr6F6V/3ZIUzGfCfwCSE+DfHyFkItgX1Bd9e6Op1lFl2anYU/Te0BsnayfmNJ2Di42L1iEZLZX4FZMWcfM+E7eFsfzwVcx0gvbVPOlftyRFHPPOAicv7epBWPkeRJ/U1/tpOhrsckcSPRJ9hL6b+uLh4MHsoNnkt8o9dy05SSV+RQEuxyYweXsYSw9GAtCmigcD6npT1Dl3Pew0mNRk2PUb7PgZrByg6U9Qvm2uKPq2N2ovgzYPorRTaWYEzcDOwk7rkIyOSvyK8pir8Q+Y8u8FFh24QpqUvOlXhIH1vPF2e6lKInlH9Gl90beroVAqCFr8ql8I3sj9e+VfPtz2IX5ufkxuNBlrcxPuwsuESvyKkokbdxKZtiOcBfsukZSaTtNyhRhYz5ty7ibYdZCeBvumwtYRIMygyXdQubt+VrARWxu+lmE7hxHoEchv9X/DQmehdUhGQyV+RXmO2HtJzNp9kbl7LnE3KZV6b7gysJ63aa4HHHdRX/Tt4nYoVhta/a6vB2TEFp9dzIi9I2hWohkj64xEJ4z7j1VOUYlfUbLgTmIK80IuMXPXReLuJ1OtuBMD63lT7w1X01oPQEo4PA82fAlpSVD/C6gxCMyMd1W0GcdnMO7QON59412G+w83rf+/nkElfkV5CQ+S01h04DLTdoRz7XYiPoUcGFCvJM3LFzatFcHuRMGaj+HsGihSSV/2oVA5raN6pl9Df2X2ydn0r9ifQX6DtA5HcyrxK8orSE5NZ9XRa0zZfoGw6Ht4FrChbx0v2lTxxMbSTOvwcoaUcGoFrP0UHtyC2h9B4CdgbqV1ZE+RUvJNyDcsP7+cYdWH0cm3k9YhaUolfkV5Denpks2nbzB5+wUOX46ngJ0l3QKK0zWgGE52llqHlzMS4mD953DsL3D10bf+PatpHdVTUtNT+XT7p2y+vJkfa/9Iy5IttQ5JMyrxK4oBSCk5EHGLKdsvsPVMNDYWZrxbzZNetUvgWcBE5gKc3wT/DIE7V8G/PzT8H1ga1xj6pLQkBm0exMEbBxnXYJzJLt6uEr+iGNjZ63eZtiOclUeuIoFm5QvTt44X5T1MYCho0l3Y/A0cmAGOxfQjf7zqaRzUf91PuU+P9T24ePsi05tMx8/NT+uQcpxK/IqSTaJuP2D27ggW7rvMvaRUAryc6RNYgnql3dDp8vjIkojdsOo9iLsAlbroF3+3MZ71kGMfxNJ1XVfik+KZEzwHbydvrUPKUSrxK0o2u5OYwqL9V5i1+yJRtxMp6WpH7zpevF3JHWuLPPwgOOWBfpWvPePBzlU/69enudZRPRJ5N5Iu67qgEzrmN51vUhU9VeJXlBySkpbOmmNRTN8Zzslrd3C2s6RzjWJ0CSiGi73xjYQxmGuH9UXfbhyHsm/ri77Zu2kdFQBn487SfX133GzdmNt0rskUdVOJX1FymJSSkAuxzNx1kS1norE01/G2nzs9a5fgjUIOWoeXPdJSYPdY2D5a/8A3eBRUeNcoir4duH6A/pv64+vsy/Qm07Exz/uVWV8m8WdpdooQIlgIcVYIESaEGJbJ592FEDFCiCMZr96PfdZNCHE+49Ut6/8MRck9hBDU9HZhZvdqbP6oLm2qeLDy6FWCxu6gy8x9bDsbTXq68TWyXouZBQR+Cv13gXMp+LsfLGgL8Ve0joxqhaoxKnAUx2KO8en2T0lNT9U6JKOSlTV3zdCvudsYiES/5m6Hx9fNFUJ0B6pKKQc/cWwBIBSoCkjgIFBFSnnreddULX4lL7h1P5mF+y8zZ08E0XeTKOlqR49aJXinsju2lsZbDuGVpKfB/umw5VsQOmj0DVTtpXnRt0VnFvH9vu9pXao1Xwd8nadLOxi6xV8dCJNShkspk4G/gDezGEsQsElKGZeR7DcBwVk8VlFyNSc7SwbV92bX0AaMfdcPW0tzvlxxgoCRWxm59jRX4x9oHaLh6MygRn8YGAIe1WDtJ/BHc7gZpmlY7/q8S5/yfVh2fhlTj03VNBZjkpXE7w48fu8WmbHtSa2FEMeEEEuFEJ4veSxCiL5CiFAhRGhMTEwWwlKU3MHSXMdbldxZNbgWS/sHUNvbhRm7LlLnp60MmH+QfeGxGOOztlfiVBy6/A1vTtSv9jW5pn7xlzTtulreq/QerUq2YuKRifx9/m/N4jAmWbnfzOze6Mn/Sv8B/pRSJgkh+gNzgAZZPFa/UcppwDTQd/VkIS5FyVWEEFQtXoCqxQtwNf4B80Iu8deBy6w7cR3fwvnoUbM4rfyK5P7hoEJApc7g3RjWfqyf/HUy449BofIahCP4puY3xD6I5duQb3GxcaGOR50cj8OYZKXFHwl4PvbeA7j2+A5SylgpZVLG2+lAlaweqyimyN3RhmFNfQgZ1pBR75QnPV3y2bJjBIzcwqh1Z/JGN5BDQXh3PrSbq6/8Oa0ebBkBKYk5HoqFzoIx9cZQ2qk0H2//mJOxJ3M8BmOSlYe75ugf7jYErqJ/uNtRSnnysX0KSymjMn5+GxgqpayR8XD3IFA5Y9dD6B/uxj3vmurhrmJqpJTsDY9jzp4INp66DkDjMgXpFlCcgJLOuf+hZEIcbBgORxeCS2l90bei/jkeRkxCDJ3WdiI5LZkFzRfgbp9pz3OuZPBx/EKIZsBYwAyYJaX8QQjxHRAqpVwlhBgJtAJSgThggJTyTMaxPYEvMk71g5Ry9ouupxK/Ysquxj9gwd5L/HXgCnH3k/F2s6dLjWK8U9kdB+tcvtRg2GZ90bfbkVC9LzT8Cqxydu3j8PhwOq/rjLO1M/Obzc8zE7zUBC5FyQMSU9JYfSyKeSERHI28jZ2lGW9XdqdrQHFKF8zFk8KS7sKW7/TDP/N7Qsux4N0wR0MIvR5K3019qeBagWmNp2FplvvLbavEryh5zJEr8cwNiWD1sSiSU9PxL1GALgHFaFKmEJbmuXSVsMt7YeVgiD0Pfp30Rd9sc27d43UX1/HZjs9oWqIpo+qMyvVr96rEryh5VNz9ZBaHXmH+3ktE3nqAi70VHap70qF6UYo45sKyBCmJsONn/ZBPW2do/guUyeo0odf3cO3e3uV780HlD3LsutlBJX5FyePS0iXbz0Uzf+9ltp2NRgANfArSuUZRAku55r4S0VHHYOUguH4MfFtBs1/0o4KymZSS7/Z+x9JzS/k64GvalG6T7dfMLirxK4oJuRKXwML9l1kSeoWb95IpWsCWDtWL0raqR+6qEJqWCiHjYdtIsLCGoJHg1zHbi76lpqcyeOtg9l7by6RGk6hZpGa2Xi+7qMSvKCYoOTWdDSevM3/vJfZdjMPCTBBUthAd/YsS4JWLhoTePK9f8OVyCHjVh5bjwKlYtl7yXvI9uq7vStS9KOY2nUspp1LZer3soBK/opi4sOi7LNx3haUHr3AnMRUvFzs6VC9K6yoeFMgNC8anp0PoTP2sXymh0ddQrU+2Fn27fv86Hdd0xExnxsJmC3G1dc22a2UHlfgVRQH+f0jown2XOHQ5HkszHcHlCtGhelFqeBUw/ruA+Muw+kP9+H9Pf2g1HlzfyLbLnYo9Rff13SmZvySzgmflqjr+KvErivKUM9fv8Nf+Kyw7FMndjLuA9tU9aV3ZA2djfhYgJRxbBOuHQfJ9qDsUan2gXw8gG2y9vJUh24bQqFgjfqn7S64Z5qkSv6Ioz/QgOY01x6P4a/9lQi/dwsJM0KRMIdpX96RWSRfjHRF0LxrWfgqnVuiLvbWaAEX8suVSc07O4ZfQX3LVME+V+BVFyZLzN+7y5/4rLD8cSRcxHf8AABCISURBVHxCCh5ONrxb1fP/2rvz6KjqLIHj35uEBFmCSFiSQFiagGxBIKCMgqAiECJLgygctB1xGddWbLdxbBwZRlrHUXqwjwvSaiuK4BZD2BzcWgSFgCEgICBLNiEsCQmELHXnj1ftyeSQpJK8Sqjkfs7JOVV5v/fe/aWSWy+/96vfZVp8ZyLbnKfDHD9+CisfgsJcuPx+5z+AZu7GqqrM2ziP5XuWM+/yeUzuOdnV4/uDJX5jTI0UlZSxducvvPfdITbsO0aQwKjeHZge34Wr+3SgWfB5Ntxx5gSs/TfY+ja06+mM/Xd1dxpmiaeEuz+7m82/bOa1Ma8R38mnnNpgLPEbY2rt4LFC3t98mBVbMvgl/ywRrUKZOrgz04d24Tft63dBtWrt+xw+vd+5CTz0NqfkY5h76xjlF+czK2UWx4uOszRhKTHhMa4d222W+I0xdVZa5uHLPUdZ9v1h1u86QqlHie/alunxXZgQF0nLsPOkbnBxobPO/6aXITzaWfQtdoxrhz+Uf4iZKTNpG9aWdya8Q3houGvHdpMlfmOMq46cKuKj1EyWbT7M/qOFtAgNJjEukuvjuxDfte35MS308HfOom+5uyHuRhj3jGuLvm3O2czt625nWKdhvHT1S4QEnSdveuVY4jfG+IWqknroBO9/n0FyWhaFxWV0j2jJtCGdmTq4M53aNG/YAEvPwlf/BX//b7igLSQ8B30nu7Lsw4c/fcjcDXOZefFMHr/0cReCdZclfmOM3xWeLSVlezbLt2Tw3c/HCRIYEdue6+M7c02fjg1bOzhnu3P1n70NLk6ECc9D6051Puxz3z/HWzvf4snLnmR67+kuBOoef1TgGgcsxKnAtVhVF1TYPge4DacC11HgVlU96N1WBmz3Nj2kqhOrO58lfmMCy4HcQlZsyeCD1Ayy84oIbx7CxEuiuH5IF+I6t2mYoaCyUvh2EXzxDASHwdj5ThH4OsRS5injvvX3sSFrA6+MeYVLI+u/fGRlXE38IhKMU3N3DE7x9O+BGaq6s1yb0cAmVT0tIncBo1T1Bu+2AlWt0VQAS/zGBKYyj7JhXy4rtmSwOj2Hs6UeYju0YuqQzkwZFE3H8AYYCsrd68z8OfgN9BgFiS/CRd1rfbiC4gJmpcwityiXdxPepUt4F9dCrQu3E/9w4ClVHet9/jiAqj5TSftBwCJVvdz73BK/MU1QflEJK9OyWbElgy0HTxAkcEVse6YOjmZsv071OxTk8cCWJbDuKdAyuOpJuPROCKpdDIfzDzMjZQYRzSN4O+FtWoU2/DRXtxP/NGCcqt7mfX4TcKmq3ltJ+0VAjqr+h/d5KbANZxhogap+XMl+dwB3AMTExAw5ePCgL/EbYwLA/qMFfJiayYepGWTlFdE6LIQJcZFMHdK5fmcF5WU4i779tBai42HSIujQp1aH2pS9iTvX3ckV0VewcPRCgmv5JuIWtxP/9cDYCol/mKred462s4B7gStV9az3e1GqmiUiPYD1wNWquq+qc9oVvzGNk8ejbNx/jA9SM1mVns3p4jJiLmrBlEHR/HZwNF3btfR/EKqwfTmsetQp/H7lI3D5AxBS8+Wq39v1HvM3zWd2/9k8MOQBPwTruwYZ6hGRa4D/wUn6Ryo51htAsqquqOqclviNafwKz5ayOj2Hj7Zm8s2+XFQhvmtbpgyOJnFAFG1a+Gf1zV8VHIXVj0L6B9Chn3P1Hz24xod5+tunWb5nOX8a8ScSeiT4IVDfuJ34Q3Bu7l4NZOLc3J2pqjvKtRkErMAZEvqp3PfbAqdV9ayIRADfApPK3xg+F0v8xjQt2Xln+HhrFh+mZvDTkQJCg4O46uIOTBkczejeHQgN8eNaQbtSYOUcKPgFht8Lo/+1Rou+lZSVcNva29hxbAdvjn+Tfu36+S/WKvhjOmcC8CLOdM4lqjpfRJ4GNqtqkoh8BgwAsr27HFLViSLyT8ArgAcIAl5U1derO58lfmOaJlVlR1Y+H6ZmkvRDJrkFxVzYohmJcZFMGRTN4Bg/3Q84cxLW/RFS34SLejiLvnW7wufdj505xoyVM/Coh/cS3yPiggj3Y6yGfYDLGBPwSss8fL03l49SM1m7M4eiEg8xF7Vg8iVRTBoU7Z8F4/Z/6Uz9PHEA4m+Fa/4dmvu2Ns+u47u4KeUm+rTrw+vXvk4zPxWKqYwlfmNMo1JwtpQ16Tl8vC2Tb/bm4lEYEN2GyYOiuW5gJB1au/j5gOLT8Pl82PgXaB0JiS9Ar7E+7br659U8/NXDTO81nSeHP+leTD6wxG+MabSO5BeR9EMWH2/LJD0znyCBy3tGMOmSaMb260jr5i5daWdsdpZ9OPojDJgO4xZAy3bV7vbClhdYkr6EPw7/I9f3ut6dWHxgid8Y0yTsPXKKT7Y5bwKHj58hLCSIa/p0ZOIlUYzq3Z6wkDrOrS8thq+fd76ah8P4Z6H/1CqXfSjzlHHP+nvYlL2JJWOXMKjDoLrF4CNL/MaYJsVZNfQkn2zLJDktm+OFxYQ3DyFhQCQTL4ni0u7tCK5LLeFfdjhX/1mp0DvBWfQtPKrS5nln85i5ciaFJYUsS1xGx5Yda39uH1niN8Y0WSVlHr7Zm0vStizW7MihsLiMDq3DSIyLYtIlUbVfNM5T5oz7r58Pwc3g2nkw+HeVXv3vPbGXmSkziW0by1/H/pXQ4Jp/QKwmLPEbYwxwpriM9buO8Mm2TL7YfZTiMg/d2rXguoFRTBwYRWzHWpRpPLYPPv09HPgauo2AiX92poCew7qD65jzxRym9ZrG3OFz69ibqlniN8aYCvJOl7BmRw5JP2SxYZ8zM+jiTq25bmAU18VFEdOuhe8H83hg61uw9kkoK4GrnoDL7j7nom8LUxeyePtiv9/stcRvjDFVOHKqiJS0bD5Ny2bLwRMADOxyIdfFRZIYF+V7JbH8LEieA3tWQfQQmLgIOvb9f03K3+x9Y9wbDGw/0O3uAJb4jTHGZxknTpOclk1yWhbpmfmIwNCuF3HdwEjGD4gkolVY1QdQddb7WfUIFOXDiIecr3KLvuWdzeOG5Bso8ZSwLHGZXz7Za4nfGGNqYf/Rgl/fBPb8UkCQwPDftCMxLopx/TrRtmUVN2gLj8Hqx2D7+9C+D0x6CToP+XXz7uO7mZUyi34R/Xjt2tdoFuTuJ3st8RtjTB3tzjlFcloWyWnZ/JxbSEiQcHnPCCbERTK2b6fKVw/ds8ZZ8/9UtjPuP/oJCHXuHyTvT+bxrx9nVp9ZPDrsUVfjtcRvjDEu+cfCcZ+mZbEyLZuME2doFiyMiG3PhAGRjOnXkfCKnxYuyofP5sLmJdC2m7PoW/eRACz4bgHv/PgOz458lvHdx7sWpyV+Y4zxA1UlLSOP5LQsUrbnkHnyDKHBQYyIdf4TuKZvhTeBA3+HpPvg+H5nzv+18ygJbcHsNbPZdXwXSxOW0rNtT1dis8RvjDF+pqpsO3yS5LRsVm3PJiuviNDgIEb2iiBhQLk3geLT8MV/wrcvQauOkPgCR7vEMz15Oi2bteTdCe/SOrQWnyeowBK/McbUI49H2ZZxkpUV3gRGxEYwfkAkY/p2pM3x7c6yD0d2QP+ppA69idlfzmFk55G8OPrFOtcZ8EchlnHAQpxCLItVdUGF7WHAW8AQ4Bhwg6oe8G57HJgNlAH3q+qa6s5nid8YE6j+8SaQkpbNqnRnOKhZsHBFzwgm9ItgQv4yLtjwPIS15m9DfsuzmWt5cMiD3Nr/1jqd1+3Si8E4pRfHABk4pRdnlC+fKCJ3A3Gq+i8iciMwRVVvEJG+wLvAMCAK+AzopaplVZ3TEr8xpjFQVX7IyCNlezYp250bwyFBwrSYU/yhaBHtTqbxcI9+rNNCFo9dzNBOQ2t9rnovti4ia7xtvvXW6M0B2gOPlW9bvl1V57TEb4xpbFSV9Mx8Vm7PZlV6NoePFXBryGruCl3BLVEXkde8NSsmJ9GhVadaHb8mid+XCsbRwOFyzzO83ztnG1UtBfKAdj7ua4wxjZ6IMKBzGx4bfzFf/GEUyfdfSfMR9/P7CxZyc1Y4RSWF3LN0HKcLT/g9lhBf4j3H9yr+m1BZG1/2dQ4gcgdwB0BMTIwPYRljTGASEfpGhdM3KhzG9uannASmrX2MgyXphDRv6ffz+5L4M4Au5Z53BrIqaZPhHeppAxz3cV8AVPVV4FVwhnp8Cd4YYxqD2E7hPHLzX+rtfL4M9XwPxIpIdxEJBW4Ekiq0SQJ+5308DVivzs2DJOBGEQkTke5ALPCdO6EbY4ypjWqv+FW1VETuBdbgTOdcoqo7RORpYLOqJgGvA38Tkb04V/o3evfdISLvAzuBUuCe6mb0GGOM8S/7AJcxxjQCbs/qMcYY04hY4jfGmCbGEr8xxjQxlviNMaaJscRvjDFNzHk5q0dEjgIHa7l7BJDrYjiBwPrc+DW1/oL1uaa6qmp7Xxqel4m/LkRks69TmhoL63Pj19T6C9Znf7KhHmOMaWIs8RtjTBPTGBP/qw0dQAOwPjd+Ta2/YH32m0Y3xm+MMaZqjfGK3xhjTBUCNvGLyDgR2S0ie0XksXNsDxORZd7tm0SkW/1H6R4f+jtHRHaKSJqI/K+IdG2ION1UXZ/LtZsmIioiAT8DxJc+i8h072u9Q0SW1neMbvPhdztGRD4Xka3e3++EhojTLSKyRESOiEh6JdtFRP7s/Xmkichg14NQ1YD7wlkeeh/QAwgFfgD6VmhzN/Cy9/GNwLKGjtvP/R0NtPA+viuQ++trn73tWgNfARuB+IaOux5e51hgK9DW+7xDQ8ddD31+FbjL+7gvcKCh465jn0cCg4H0SrYnAKtwKhheBmxyO4ZAveIfBuxV1f2qWgy8B0yq0GYS8Kb38QrgahE5VynIQFBtf1X1c1U97X26EafaWSDz5TUGmAc8CxTVZ3B+4kufbwdeUtUTAKp6pJ5jdJsvfVYg3Pu4DZVU8QsUqvoVTt2SykwC3lLHRuBCEYl0M4ZATfx1KQAfiGpatH42zhVDIKu2zyIyCOiiqsn1GZgf+fI69wJ6icg3IrJRRMbVW3T+4UufnwJmiUgGkALcVz+hNZia/r3XmC81d89HdSkAH4hqUrR+FhAPXOnXiPyvyj6LSBDwAnBLfQVUD3x5nUNwhntG4fxX97WI9FfVk36OzV986fMM4A1VfV5EhuNU++uvqh7/h9cg/J67AvWKvyYF4KlQAD4Q+VS0XkSuAZ4AJqrq2XqKzV+q63NroD/whYgcwBkLTQrwG7y+/l5/oqolqvozsBvnjSBQ+dLn2cD7AKr6LdAcZ02bxsqnv/e6CNTEX5cC8IGo2v56hz1ewUn6gT7uC9X0WVXzVDVCVbupajec+xoTVTWQa3b68nv9Mc6NfEQkAmfoZ3+9RukuX/p8CLgaQET64CT+o/UaZf1KAm72zu65DMhT1Ww3TxCQQz1ahwLwgcjH/j4HtAKWe+9hH1LViQ0WdB352OdGxcc+rwGuFZGdQBnwsKoea7io68bHPj8EvCYiD+IMedwSwBdxiMi7OEN1Ed77FnOBZgCq+jLOfYwEYC9wGvhn12MI4J+fMcaYWgjUoR5jjDG1ZInfGGOaGEv8xhjTxFjiN8aYJsYSvzHGNDGW+I0xpomxxG+MMU2MJX5jjGli/g8utd+2G0vIawAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", 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" ] @@ -471,7 +471,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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epochtrain_lossvalid_losstime
03.5832322.95301500:00
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epochtrain_lossvalid_losstime
02.9256572.71434900:00
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-0.0180, -0.0321, -0.0008, -0.0139],\n", + " device='cuda:0')" ] }, "execution_count": null, @@ -1366,6 +1155,7 @@ } ], "source": [ + "#cuda\n", "from fastai.vision.all import *\n", "set_seed(99, True)\n", "path = untar_data(URLs.PETS)/'images'\n", @@ -1406,19 +1196,15 @@ { "data": { "text/plain": [ - "tensor([-5.0481e-03, 1.8275e-02, 0.0000e+00, -9.6743e-03, 0.0000e+00,\n", - " -6.3870e-03, 5.7152e-03, 0.0000e+00, 1.1021e-03, 0.0000e+00,\n", - " -6.3257e-03, -2.2116e-03, -2.0698e-03, 0.0000e+00, 1.6720e-02,\n", - " -8.3156e-03, -7.9550e-03, -8.6084e-04, -9.1418e-04, -6.1664e-04,\n", - " -6.1177e-03, -1.3059e-02, 1.1902e-02, -1.5803e-02, -2.4922e-02,\n", - " 2.8713e-02, 2.4694e-02, 4.4344e-03, -1.5961e-03, 7.6739e-03,\n", - " 7.4914e-03, -1.3638e-02, -3.0059e-03, 2.1931e-02, 5.9706e-03,\n", - " 4.2344e-03, 0.0000e+00, 8.9989e-03, 0.0000e+00, -2.0990e-02,\n", - " -1.3239e-03, -2.4970e-03, 2.1901e-03, -2.4358e-02, -1.6894e-02,\n", - " -1.0530e-02, 5.4196e-05, 1.0004e-02, 0.0000e+00, -5.9237e-03,\n", - " 2.4995e-02, 1.6727e-02, 1.2013e-02, -1.1876e-02, -4.2850e-03,\n", - " 1.7863e-02, 1.6690e-02, 1.3798e-03, 9.8079e-03, -2.9349e-04,\n", - " 7.1303e-03, 3.3969e-02, 2.9827e-03, -1.5872e-02], device='cuda:0')" + "tensor([-0.0043, 0.0034, 0.0000, -0.0031, 0.0000, 0.0095, -0.0037, 0.0000,\n", + " 0.0012, 0.0000, -0.0033, -0.0025, -0.0004, 0.0000, -0.0068, 0.0077,\n", + " -0.0025, -0.0061, -0.0011, -0.0065, 0.0229, -0.0052, -0.0016, -0.0004,\n", + " 0.0093, -0.0042, -0.0107, -0.0024, -0.0023, 0.0076, 0.0084, 0.0039,\n", + " -0.0047, 0.0147, 0.0013, 0.0065, 0.0000, -0.0154, 0.0000, 0.0109,\n", + " 0.0124, -0.0144, 0.0126, -0.0028, 0.0079, -0.0105, -0.0118, -0.0009,\n", + " 0.0000, 0.0291, -0.0218, 0.0464, 0.0086, -0.0104, -0.0062, -0.0089,\n", + " 0.0225, -0.0076, 0.0010, 0.0077, -0.0180, -0.0321, -0.0008, -0.0139],\n", + " device='cuda:0')" ] }, "execution_count": null, @@ -1427,7 +1213,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1439,7 +1225,7 @@ } ], "source": [ - "#slow\n", + "#cuda\n", "learn.lr_find()\n", "learn.opt.state_dict()['state'][1]['grad_avg']" ] @@ -1462,19 +1248,15 @@ { "data": { "text/plain": [ - "tensor([-5.0481e-03, 1.8275e-02, 0.0000e+00, -9.6743e-03, 0.0000e+00,\n", - " -6.3870e-03, 5.7152e-03, 0.0000e+00, 1.1021e-03, 0.0000e+00,\n", - " -6.3257e-03, -2.2116e-03, -2.0698e-03, 0.0000e+00, 1.6720e-02,\n", - " -8.3156e-03, -7.9550e-03, -8.6084e-04, -9.1418e-04, -6.1664e-04,\n", - " -6.1177e-03, -1.3059e-02, 1.1902e-02, -1.5803e-02, -2.4922e-02,\n", - " 2.8713e-02, 2.4694e-02, 4.4344e-03, -1.5961e-03, 7.6739e-03,\n", - " 7.4914e-03, -1.3638e-02, -3.0059e-03, 2.1931e-02, 5.9706e-03,\n", - " 4.2344e-03, 0.0000e+00, 8.9989e-03, 0.0000e+00, -2.0990e-02,\n", - " -1.3239e-03, -2.4970e-03, 2.1901e-03, -2.4358e-02, -1.6894e-02,\n", - " -1.0530e-02, 5.4196e-05, 1.0004e-02, 0.0000e+00, -5.9237e-03,\n", - " 2.4995e-02, 1.6727e-02, 1.2013e-02, -1.1876e-02, -4.2850e-03,\n", - " 1.7863e-02, 1.6690e-02, 1.3798e-03, 9.8079e-03, -2.9349e-04,\n", - " 7.1303e-03, 3.3969e-02, 2.9827e-03, -1.5872e-02], device='cuda:0')" + "tensor([-0.0043, 0.0034, 0.0000, -0.0031, 0.0000, 0.0095, -0.0037, 0.0000,\n", + " 0.0012, 0.0000, -0.0033, -0.0025, -0.0004, 0.0000, -0.0068, 0.0077,\n", + " -0.0025, -0.0061, -0.0011, -0.0065, 0.0229, -0.0052, -0.0016, -0.0004,\n", + " 0.0093, -0.0042, -0.0107, -0.0024, -0.0023, 0.0076, 0.0084, 0.0039,\n", + " -0.0047, 0.0147, 0.0013, 0.0065, 0.0000, -0.0154, 0.0000, 0.0109,\n", + " 0.0124, -0.0144, 0.0126, -0.0028, 0.0079, -0.0105, -0.0118, -0.0009,\n", + " 0.0000, 0.0291, -0.0218, 0.0464, 0.0086, -0.0104, -0.0062, -0.0089,\n", + " 0.0225, -0.0076, 0.0010, 0.0077, -0.0180, -0.0321, -0.0008, -0.0139],\n", + " device='cuda:0')" ] }, "execution_count": null, @@ -1483,7 +1265,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1495,7 +1277,7 @@ } ], "source": [ - "#slow\n", + "#cuda\n", "learn.lr_find()\n", "learn.opt.state_dict()['state'][1]['grad_avg']" ] @@ -1729,7 +1511,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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