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DeepSpeech
未验证 提交 03e5a64d 编写于 作者: H Hui Zhang 提交者： GitHub
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Merge pull request #648 from PaddlePaddle/note 

add test notebook
上级 9e2dac66 dc0c5351
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Showing with 7026 addition and 0 deletion
.notebook/WarmupLR.ipynb 0 → 100644
浏览文件 @ 03e5a64d
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "d6a0e098",
"metadata": {},
"outputs": [],
"source": [
"from typing import Union\n",
"\n",
"import torch\n",
"from torch.optim.lr_scheduler import _LRScheduler\n",
"\n",
"from typeguard import check_argument_types\n",
"\n",
"\n",
"class WarmupLR(_LRScheduler):\n",
" \"\"\"The WarmupLR scheduler\n",
" This scheduler is almost same as NoamLR Scheduler except for following\n",
" difference:\n",
" NoamLR:\n",
" lr = optimizer.lr * model_size ** -0.5\n",
" * min(step ** -0.5, step * warmup_step ** -1.5)\n",
" WarmupLR:\n",
" lr = optimizer.lr * warmup_step ** 0.5\n",
" * min(step ** -0.5, step * warmup_step ** -1.5)\n",
" Note that the maximum lr equals to optimizer.lr in this scheduler.\n",
" \"\"\"\n",
"\n",
" def __init__(\n",
" self,\n",
" optimizer: torch.optim.Optimizer,\n",
" warmup_steps: Union[int, float] = 25000,\n",
" last_epoch: int = -1,\n",
" ):\n",
" assert check_argument_types()\n",
" self.warmup_steps = warmup_steps\n",
"\n",
" # __init__() must be invoked before setting field\n",
" # because step() is also invoked in __init__()\n",
" super().__init__(optimizer, last_epoch)\n",
"\n",
" def __repr__(self):\n",
" return f\"{self.__class__.__name__}(warmup_steps={self.warmup_steps})\"\n",
"\n",
" def get_lr(self):\n",
" step_num = self.last_epoch + 1\n",
" return [\n",
" lr\n",
" * self.warmup_steps ** 0.5\n",
" * min(step_num ** -0.5, step_num * self.warmup_steps ** -1.5)\n",
" for lr in self.base_lrs\n",
" ]\n",
"\n",
" def set_step(self, step: int):\n",
" self.last_epoch = step"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0d496677",
"metadata": {},
"outputs": [],
"source": [
"import torch.optim as optim\n",
"model = torch.nn.Linear(10, 200)\n",
"optimizer = optim.Adam(model.parameters())\n",
"scheduler = WarmupLR(optimizer, warmup_steps=25000)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e3e3f3dc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 0.0 -1\n"
]
}
],
"source": [
"infos = {}\n",
"start_epoch = infos.get('epoch', -1) + 1\n",
"cv_loss = infos.get('cv_loss', 0.0)\n",
"step = infos.get('step', -1)\n",
"print(start_epoch, cv_loss, step)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "dc3d550c",
"metadata": {},
"outputs": [],
"source": [
"scheduler.set_step(step)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e527634e",
"metadata": {},
"outputs": [],
"source": [
"lrs=[]\n",
"for i in range(100000):\n",
" scheduler.step()\n",
" lrs.append(scheduler.get_lr())"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f1452db9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting matplotlib\n",
" Downloading matplotlib-3.4.1-cp38-cp38-manylinux1_x86_64.whl (10.3 MB)\n",
"\u001b[K |████████████████████████████████| 10.3 MB 575 kB/s eta 0:00:01\n",
"\u001b[?25hCollecting kiwisolver>=1.0.1\n",
" Downloading kiwisolver-1.3.1-cp38-cp38-manylinux1_x86_64.whl (1.2 MB)\n",
"\u001b[K |████████████████████████████████| 1.2 MB 465 kB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: pillow>=6.2.0 in /workspace/wenet/venv/lib/python3.8/site-packages (from matplotlib) (8.1.2)\n",
"Requirement already satisfied: numpy>=1.16 in /workspace/wenet/venv/lib/python3.8/site-packages (from matplotlib) (1.20.1)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /workspace/wenet/venv/lib/python3.8/site-packages (from matplotlib) (2.8.1)\n",
"Collecting cycler>=0.10\n",
" Downloading cycler-0.10.0-py2.py3-none-any.whl (6.5 kB)\n",
"Requirement already satisfied: pyparsing>=2.2.1 in /workspace/wenet/venv/lib/python3.8/site-packages (from matplotlib) (2.4.7)\n",
"Requirement already satisfied: six in /workspace/wenet/venv/lib/python3.8/site-packages (from cycler>=0.10->matplotlib) (1.15.0)\n",
"Installing collected packages: kiwisolver, cycler, matplotlib\n",
"Successfully installed cycler-0.10.0 kiwisolver-1.3.1 matplotlib-3.4.1\n"
]
}
],
"source": [
"!pip install matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "0f36d04f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f0c39aa82e0>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xs = list(range(100000))\n",
"plt.plot(xs, lrs)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "4f4e282c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/workspace/wenet/venv/lib/python3.8/site-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
" and should_run_async(code)\n"
]
}
],
"source": [
"from typing import Union\n",
"\n",
"from paddle.optimizer.lr import LRScheduler\n",
"from typeguard import check_argument_types\n",
"\n",
"class WarmupLR(LRScheduler):\n",
" \"\"\"The WarmupLR scheduler\n",
" This scheduler is almost same as NoamLR Scheduler except for following\n",
" difference:\n",
" NoamLR:\n",
" lr = optimizer.lr * model_size ** -0.5\n",
" * min(step ** -0.5, step * warmup_step ** -1.5)\n",
" WarmupLR:\n",
" lr = optimizer.lr * warmup_step ** 0.5\n",
" * min(step ** -0.5, step * warmup_step ** -1.5)\n",
" Note that the maximum lr equals to optimizer.lr in this scheduler.\n",
" \"\"\"\n",
"\n",
" def __init__(self,\n",
" warmup_steps: Union[int, float]=25000,\n",
" learning_rate=1.0,\n",
" last_epoch=-1,\n",
" verbose=False):\n",
" assert check_argument_types()\n",
" self.warmup_steps = warmup_steps\n",
" super().__init__(learning_rate, last_epoch, verbose)\n",
"\n",
" def __repr__(self):\n",
" return f\"{self.__class__.__name__}(warmup_steps={self.warmup_steps})\"\n",
"\n",
" def get_lr(self):\n",
" step_num = self.last_epoch + 1\n",
" return self.base_lr * self.warmup_steps**0.5 * min(\n",
" step_num**-0.5, step_num * self.warmup_steps**-1.5)\n",
"\n",
" def set_step(self, step: int):\n",
" self.step(step)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "8c40b202",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-1\n"
]
}
],
"source": [
"sc = WarmupLR(warmup_steps=25000, learning_rate=0.001)\n",
"print(step)\n",
"#sc.set_step(step)\n",
"sc.set_step(0)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "ecbc7e37",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f0ba6dd9c40>]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lrs=[]\n",
"for i in range(100000):\n",
" sc.step()\n",
" lrs.append(sc.get_lr())\n",
"xs = list(range(100000))\n",
"plt.plot(xs, lrs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e613fe16",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "f0fd9f40",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
.notebook/u2_tansformer_model_espnet.ipynb 0 → 100644
浏览文件 @ 03e5a64d
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "choice-grade",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/workspace/DeepSpeech-2.x\n"
]
},
{
"data": {
"text/plain": [
"'/workspace/DeepSpeech-2.x'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%cd ..\n",
"%pwd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "broke-broad",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/layers/utils.py:26: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" def convert_to_list(value, n, name, dtype=np.int):\n",
"register user softmax to paddle, remove this when fixed!\n",
"register user log_softmax to paddle, remove this when fixed!\n",
"register user sigmoid to paddle, remove this when fixed!\n",
"register user log_sigmoid to paddle, remove this when fixed!\n",
"register user relu to paddle, remove this when fixed!\n",
"override cat of paddle if exists or register, remove this when fixed!\n",
"override item of paddle.Tensor if exists or register, remove this when fixed!\n",
"override long of paddle.Tensor if exists or register, remove this when fixed!\n",
"override new_full of paddle.Tensor if exists or register, remove this when fixed!\n",
"override eq of paddle.Tensor if exists or register, remove this when fixed!\n",
"override eq of paddle if exists or register, remove this when fixed!\n",
"override contiguous of paddle.Tensor if exists or register, remove this when fixed!\n",
"override size of paddle.Tensor (`to_static` do not process `size` property, maybe some `paddle` api dependent on it), remove this when fixed!\n",
"register user view to paddle.Tensor, remove this when fixed!\n",
"register user view_as to paddle.Tensor, remove this when fixed!\n",
"register user masked_fill to paddle.Tensor, remove this when fixed!\n",
"register user masked_fill_ to paddle.Tensor, remove this when fixed!\n",
"register user fill_ to paddle.Tensor, remove this when fixed!\n",
"register user repeat to paddle.Tensor, remove this when fixed!\n",
"register user softmax to paddle.Tensor, remove this when fixed!\n",
"register user sigmoid to paddle.Tensor, remove this when fixed!\n",
"register user relu to paddle.Tensor, remove this when fixed!\n",
"register user type_as to paddle.Tensor, remove this when fixed!\n",
"register user to to paddle.Tensor, remove this when fixed!\n",
"register user float to paddle.Tensor, remove this when fixed!\n",
"register user tolist to paddle.Tensor, remove this when fixed!\n",
"register user glu to paddle.nn.functional, remove this when fixed!\n",
"override ctc_loss of paddle.nn.functional if exists, remove this when fixed!\n",
"register user Module to paddle.nn, remove this when fixed!\n",
"register user ModuleList to paddle.nn, remove this when fixed!\n",
"register user GLU to paddle.nn, remove this when fixed!\n",
"register user ConstantPad2d to paddle.nn, remove this when fixed!\n",
"register user export to paddle.jit, remove this when fixed!\n"
]
}
],
"source": [
"import numpy as np\n",
"import paddle\n",
"from yacs.config import CfgNode as CN\n",
"\n",
"from deepspeech.models.u2 import U2Model\n",
"from deepspeech.utils.layer_tools import print_params\n",
"from deepspeech.utils.layer_tools import summary"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "permanent-summary",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
" and should_run_async(code)\n",
"[INFO 2021/05/31 03:23:22 u2.py:839] U2 Encoder type: transformer\n",
"[INFO 2021/05/31 03:23:22 u2.py:840] attention_dropout_rate: 0.0\n",
"attention_heads: 4\n",
"dropout_rate: 0.1\n",
"input_layer: conv2d\n",
"linear_units: 2048\n",
"normalize_before: True\n",
"num_blocks: 12\n",
"output_size: 256\n",
"positional_dropout_rate: 0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"encoder.embed.conv.0.weight | [256, 1, 3, 3] | 2304 | True\n",
"encoder.embed.conv.0.bias | [256] | 256 | True\n",
"encoder.embed.conv.2.weight | [256, 256, 3, 3] | 589824 | True\n",
"encoder.embed.conv.2.bias | [256] | 256 | True\n",
"encoder.embed.out.0.weight | [5120, 256] | 1310720 | True\n",
"encoder.embed.out.0.bias | [256] | 256 | True\n",
"encoder.after_norm.weight | [256] | 256 | True\n",
"encoder.after_norm.bias | [256] | 256 | True\n",
"encoder.encoders.0.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.0.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.0.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.0.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.0.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.0.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.0.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.0.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.0.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.0.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.0.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.0.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.0.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.0.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.0.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.0.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.0.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.0.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.1.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.1.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.1.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.1.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.1.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.1.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.1.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.1.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.1.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.1.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.1.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.1.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.1.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.1.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.1.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.1.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.1.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.1.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.2.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.2.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.2.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.2.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.2.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.2.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.2.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.2.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.2.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.2.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.2.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.2.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.2.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.2.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.2.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.2.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.2.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.2.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.3.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.3.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.3.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.3.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.3.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.3.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.3.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.3.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.3.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.3.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.3.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.3.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.3.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.3.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.3.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.3.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.3.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.3.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.4.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.4.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.4.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.4.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.4.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.4.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.4.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.4.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.4.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.4.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.4.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.4.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.4.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.4.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.4.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.4.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.4.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.4.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.5.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.5.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.5.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.5.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.5.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.5.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.5.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.5.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.5.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.5.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.5.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.5.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.5.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.5.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.5.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.5.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.5.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.5.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.6.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.6.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.6.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.6.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.6.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.6.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.6.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.6.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.6.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.6.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.6.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.6.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.6.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.6.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.6.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.6.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.6.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.6.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.7.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.7.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.7.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.7.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.7.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.7.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.7.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.7.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.7.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.7.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.7.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.7.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.7.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.7.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.7.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.7.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.7.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.7.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.8.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.8.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.8.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.8.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.8.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.8.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.8.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.8.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.8.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.8.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.8.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.8.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.8.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.8.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.8.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.8.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.8.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.8.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.9.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.9.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.9.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.9.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.9.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.9.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.9.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.9.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.9.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.9.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.9.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.9.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.9.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.9.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.9.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.9.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.9.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.9.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.10.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.10.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.10.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.10.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.10.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.10.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.10.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.10.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.10.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.10.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.10.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.10.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.10.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.10.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.10.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.10.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.10.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.10.concat_linear.bias | [256] | 256 | True\n",
"encoder.encoders.11.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.11.self_attn.linear_q.bias | [256] | 256 | True\n",
"encoder.encoders.11.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.11.self_attn.linear_k.bias | [256] | 256 | True\n",
"encoder.encoders.11.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.11.self_attn.linear_v.bias | [256] | 256 | True\n",
"encoder.encoders.11.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"encoder.encoders.11.self_attn.linear_out.bias | [256] | 256 | True\n",
"encoder.encoders.11.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"encoder.encoders.11.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"encoder.encoders.11.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"encoder.encoders.11.feed_forward.w_2.bias | [256] | 256 | True\n",
"encoder.encoders.11.norm1.weight | [256] | 256 | True\n",
"encoder.encoders.11.norm1.bias | [256] | 256 | True\n",
"encoder.encoders.11.norm2.weight | [256] | 256 | True\n",
"encoder.encoders.11.norm2.bias | [256] | 256 | True\n",
"encoder.encoders.11.concat_linear.weight | [512, 256] | 131072 | True\n",
"encoder.encoders.11.concat_linear.bias | [256] | 256 | True\n",
"decoder.embed.0.weight | [4233, 256] | 1083648 | True\n",
"decoder.after_norm.weight | [256] | 256 | True\n",
"decoder.after_norm.bias | [256] | 256 | True\n",
"decoder.output_layer.weight | [256, 4233] | 1083648 | True\n",
"decoder.output_layer.bias | [4233] | 4233 | True\n",
"decoder.decoders.0.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.0.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.0.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.0.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.0.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.0.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.0.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.0.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.0.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.0.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.0.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.0.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.0.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.0.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.0.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.0.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.0.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.0.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.0.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.0.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.0.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.0.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.0.concat_linear2.bias | [256] | 256 | True\n",
"decoder.decoders.1.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.1.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.1.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.1.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.1.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.1.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.1.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.1.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.1.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.1.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.1.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.1.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.1.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.1.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.1.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.1.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.1.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.1.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.1.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.1.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.1.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.1.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.1.concat_linear2.bias | [256] | 256 | True\n",
"decoder.decoders.2.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.2.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.2.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.2.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.2.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.2.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.2.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.2.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.2.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.2.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.2.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.2.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.2.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.2.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.2.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.2.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.2.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.2.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.2.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.2.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.2.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.2.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.2.concat_linear2.bias | [256] | 256 | True\n",
"decoder.decoders.3.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.3.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.3.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.3.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.3.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.3.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.3.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.3.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.3.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.3.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.3.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.3.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.3.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.3.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.3.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.3.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.3.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.3.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.3.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.3.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.3.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.3.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.3.concat_linear2.bias | [256] | 256 | True\n",
"decoder.decoders.4.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.4.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.4.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.4.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.4.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.4.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.4.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.4.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.4.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.4.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.4.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.4.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.4.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.4.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.4.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.4.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.4.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.4.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.4.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.4.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.4.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.4.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.4.concat_linear2.bias | [256] | 256 | True\n",
"decoder.decoders.5.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.self_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.5.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.self_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.5.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.self_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.5.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.self_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.5.src_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.src_attn.linear_q.bias | [256] | 256 | True\n",
"decoder.decoders.5.src_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.src_attn.linear_k.bias | [256] | 256 | True\n",
"decoder.decoders.5.src_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.src_attn.linear_v.bias | [256] | 256 | True\n",
"decoder.decoders.5.src_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"decoder.decoders.5.src_attn.linear_out.bias | [256] | 256 | True\n",
"decoder.decoders.5.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"decoder.decoders.5.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"decoder.decoders.5.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"decoder.decoders.5.feed_forward.w_2.bias | [256] | 256 | True\n",
"decoder.decoders.5.norm1.weight | [256] | 256 | True\n",
"decoder.decoders.5.norm1.bias | [256] | 256 | True\n",
"decoder.decoders.5.norm2.weight | [256] | 256 | True\n",
"decoder.decoders.5.norm2.bias | [256] | 256 | True\n",
"decoder.decoders.5.norm3.weight | [256] | 256 | True\n",
"decoder.decoders.5.norm3.bias | [256] | 256 | True\n",
"decoder.decoders.5.concat_linear1.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.5.concat_linear1.bias | [256] | 256 | True\n",
"decoder.decoders.5.concat_linear2.weight | [512, 256] | 131072 | True\n",
"decoder.decoders.5.concat_linear2.bias | [256] | 256 | True\n",
"ctc.ctc_lo.weight | [256, 4233] | 1083648 | True\n",
"ctc.ctc_lo.bias | [4233] | 4233 | True\n",
"Total parameters: 411.0, 32.01M elements.\n"
]
}
],
"source": [
"conf_str='examples/tiny/s1/conf/transformer.yaml'\n",
"cfg = CN().load_cfg(open(conf_str))\n",
"cfg.model.input_dim = 83\n",
"cfg.model.output_dim = 4233\n",
"cfg.model.cmvn_file = None\n",
"cfg.model.cmvn_file_type = 'json'\n",
"#cfg.model.encoder_conf.concat_after=True\n",
"cfg.freeze()\n",
"model = U2Model(cfg.model)\n",
"\n",
"print_params(model)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "sapphire-agent",
"metadata": {},
"outputs": [],
"source": [
"#summary(model)\n",
"#print(model)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ruled-invitation",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fossil-means",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"embed.npz feat.npz l1.npz l11.npz l3.npz l5.npz l7.npz l9.npz\r\n",
"encoder.npz l0.npz l10.npz l2.npz l4.npz l6.npz l8.npz model.npz\r\n"
]
}
],
"source": [
"%ls .notebook/espnet"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "45c2b75f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"state\n",
"odict_keys(['mask_feature', 'encoder.embed.conv.0.weight', 'encoder.embed.conv.0.bias', 'encoder.embed.conv.2.weight', 'encoder.embed.conv.2.bias', 'encoder.embed.out.0.weight', 'encoder.embed.out.0.bias', 'encoder.encoders.0.self_attn.linear_q.weight', 'encoder.encoders.0.self_attn.linear_q.bias', 'encoder.encoders.0.self_attn.linear_k.weight', 'encoder.encoders.0.self_attn.linear_k.bias', 'encoder.encoders.0.self_attn.linear_v.weight', 'encoder.encoders.0.self_attn.linear_v.bias', 'encoder.encoders.0.self_attn.linear_out.weight', 'encoder.encoders.0.self_attn.linear_out.bias', 'encoder.encoders.0.feed_forward.w_1.weight', 'encoder.encoders.0.feed_forward.w_1.bias', 'encoder.encoders.0.feed_forward.w_2.weight', 'encoder.encoders.0.feed_forward.w_2.bias', 'encoder.encoders.0.norm1.weight', 'encoder.encoders.0.norm1.bias', 'encoder.encoders.0.norm2.weight', 'encoder.encoders.0.norm2.bias', 'encoder.encoders.1.self_attn.linear_q.weight', 'encoder.encoders.1.self_attn.linear_q.bias', 'encoder.encoders.1.self_attn.linear_k.weight', 'encoder.encoders.1.self_attn.linear_k.bias', 'encoder.encoders.1.self_attn.linear_v.weight', 'encoder.encoders.1.self_attn.linear_v.bias', 'encoder.encoders.1.self_attn.linear_out.weight', 'encoder.encoders.1.self_attn.linear_out.bias', 'encoder.encoders.1.feed_forward.w_1.weight', 'encoder.encoders.1.feed_forward.w_1.bias', 'encoder.encoders.1.feed_forward.w_2.weight', 'encoder.encoders.1.feed_forward.w_2.bias', 'encoder.encoders.1.norm1.weight', 'encoder.encoders.1.norm1.bias', 'encoder.encoders.1.norm2.weight', 'encoder.encoders.1.norm2.bias', 'encoder.encoders.2.self_attn.linear_q.weight', 'encoder.encoders.2.self_attn.linear_q.bias', 'encoder.encoders.2.self_attn.linear_k.weight', 'encoder.encoders.2.self_attn.linear_k.bias', 'encoder.encoders.2.self_attn.linear_v.weight', 'encoder.encoders.2.self_attn.linear_v.bias', 'encoder.encoders.2.self_attn.linear_out.weight', 'encoder.encoders.2.self_attn.linear_out.bias', 'encoder.encoders.2.feed_forward.w_1.weight', 'encoder.encoders.2.feed_forward.w_1.bias', 'encoder.encoders.2.feed_forward.w_2.weight', 'encoder.encoders.2.feed_forward.w_2.bias', 'encoder.encoders.2.norm1.weight', 'encoder.encoders.2.norm1.bias', 'encoder.encoders.2.norm2.weight', 'encoder.encoders.2.norm2.bias', 'encoder.encoders.3.self_attn.linear_q.weight', 'encoder.encoders.3.self_attn.linear_q.bias', 'encoder.encoders.3.self_attn.linear_k.weight', 'encoder.encoders.3.self_attn.linear_k.bias', 'encoder.encoders.3.self_attn.linear_v.weight', 'encoder.encoders.3.self_attn.linear_v.bias', 'encoder.encoders.3.self_attn.linear_out.weight', 'encoder.encoders.3.self_attn.linear_out.bias', 'encoder.encoders.3.feed_forward.w_1.weight', 'encoder.encoders.3.feed_forward.w_1.bias', 'encoder.encoders.3.feed_forward.w_2.weight', 'encoder.encoders.3.feed_forward.w_2.bias', 'encoder.encoders.3.norm1.weight', 'encoder.encoders.3.norm1.bias', 'encoder.encoders.3.norm2.weight', 'encoder.encoders.3.norm2.bias', 'encoder.encoders.4.self_attn.linear_q.weight', 'encoder.encoders.4.self_attn.linear_q.bias', 'encoder.encoders.4.self_attn.linear_k.weight', 'encoder.encoders.4.self_attn.linear_k.bias', 'encoder.encoders.4.self_attn.linear_v.weight', 'encoder.encoders.4.self_attn.linear_v.bias', 'encoder.encoders.4.self_attn.linear_out.weight', 'encoder.encoders.4.self_attn.linear_out.bias', 'encoder.encoders.4.feed_forward.w_1.weight', 'encoder.encoders.4.feed_forward.w_1.bias', 'encoder.encoders.4.feed_forward.w_2.weight', 'encoder.encoders.4.feed_forward.w_2.bias', 'encoder.encoders.4.norm1.weight', 'encoder.encoders.4.norm1.bias', 'encoder.encoders.4.norm2.weight', 'encoder.encoders.4.norm2.bias', 'encoder.encoders.5.self_attn.linear_q.weight', 'encoder.encoders.5.self_attn.linear_q.bias', 'encoder.encoders.5.self_attn.linear_k.weight', 'encoder.encoders.5.self_attn.linear_k.bias', 'encoder.encoders.5.self_attn.linear_v.weight', 'encoder.encoders.5.self_attn.linear_v.bias', 'encoder.encoders.5.self_attn.linear_out.weight', 'encoder.encoders.5.self_attn.linear_out.bias', 'encoder.encoders.5.feed_forward.w_1.weight', 'encoder.encoders.5.feed_forward.w_1.bias', 'encoder.encoders.5.feed_forward.w_2.weight', 'encoder.encoders.5.feed_forward.w_2.bias', 'encoder.encoders.5.norm1.weight', 'encoder.encoders.5.norm1.bias', 'encoder.encoders.5.norm2.weight', 'encoder.encoders.5.norm2.bias', 'encoder.encoders.6.self_attn.linear_q.weight', 'encoder.encoders.6.self_attn.linear_q.bias', 'encoder.encoders.6.self_attn.linear_k.weight', 'encoder.encoders.6.self_attn.linear_k.bias', 'encoder.encoders.6.self_attn.linear_v.weight', 'encoder.encoders.6.self_attn.linear_v.bias', 'encoder.encoders.6.self_attn.linear_out.weight', 'encoder.encoders.6.self_attn.linear_out.bias', 'encoder.encoders.6.feed_forward.w_1.weight', 'encoder.encoders.6.feed_forward.w_1.bias', 'encoder.encoders.6.feed_forward.w_2.weight', 'encoder.encoders.6.feed_forward.w_2.bias', 'encoder.encoders.6.norm1.weight', 'encoder.encoders.6.norm1.bias', 'encoder.encoders.6.norm2.weight', 'encoder.encoders.6.norm2.bias', 'encoder.encoders.7.self_attn.linear_q.weight', 'encoder.encoders.7.self_attn.linear_q.bias', 'encoder.encoders.7.self_attn.linear_k.weight', 'encoder.encoders.7.self_attn.linear_k.bias', 'encoder.encoders.7.self_attn.linear_v.weight', 'encoder.encoders.7.self_attn.linear_v.bias', 'encoder.encoders.7.self_attn.linear_out.weight', 'encoder.encoders.7.self_attn.linear_out.bias', 'encoder.encoders.7.feed_forward.w_1.weight', 'encoder.encoders.7.feed_forward.w_1.bias', 'encoder.encoders.7.feed_forward.w_2.weight', 'encoder.encoders.7.feed_forward.w_2.bias', 'encoder.encoders.7.norm1.weight', 'encoder.encoders.7.norm1.bias', 'encoder.encoders.7.norm2.weight', 'encoder.encoders.7.norm2.bias', 'encoder.encoders.8.self_attn.linear_q.weight', 'encoder.encoders.8.self_attn.linear_q.bias', 'encoder.encoders.8.self_attn.linear_k.weight', 'encoder.encoders.8.self_attn.linear_k.bias', 'encoder.encoders.8.self_attn.linear_v.weight', 'encoder.encoders.8.self_attn.linear_v.bias', 'encoder.encoders.8.self_attn.linear_out.weight', 'encoder.encoders.8.self_attn.linear_out.bias', 'encoder.encoders.8.feed_forward.w_1.weight', 'encoder.encoders.8.feed_forward.w_1.bias', 'encoder.encoders.8.feed_forward.w_2.weight', 'encoder.encoders.8.feed_forward.w_2.bias', 'encoder.encoders.8.norm1.weight', 'encoder.encoders.8.norm1.bias', 'encoder.encoders.8.norm2.weight', 'encoder.encoders.8.norm2.bias', 'encoder.encoders.9.self_attn.linear_q.weight', 'encoder.encoders.9.self_attn.linear_q.bias', 'encoder.encoders.9.self_attn.linear_k.weight', 'encoder.encoders.9.self_attn.linear_k.bias', 'encoder.encoders.9.self_attn.linear_v.weight', 'encoder.encoders.9.self_attn.linear_v.bias', 'encoder.encoders.9.self_attn.linear_out.weight', 'encoder.encoders.9.self_attn.linear_out.bias', 'encoder.encoders.9.feed_forward.w_1.weight', 'encoder.encoders.9.feed_forward.w_1.bias', 'encoder.encoders.9.feed_forward.w_2.weight', 'encoder.encoders.9.feed_forward.w_2.bias', 'encoder.encoders.9.norm1.weight', 'encoder.encoders.9.norm1.bias', 'encoder.encoders.9.norm2.weight', 'encoder.encoders.9.norm2.bias', 'encoder.encoders.10.self_attn.linear_q.weight', 'encoder.encoders.10.self_attn.linear_q.bias', 'encoder.encoders.10.self_attn.linear_k.weight', 'encoder.encoders.10.self_attn.linear_k.bias', 'encoder.encoders.10.self_attn.linear_v.weight', 'encoder.encoders.10.self_attn.linear_v.bias', 'encoder.encoders.10.self_attn.linear_out.weight', 'encoder.encoders.10.self_attn.linear_out.bias', 'encoder.encoders.10.feed_forward.w_1.weight', 'encoder.encoders.10.feed_forward.w_1.bias', 'encoder.encoders.10.feed_forward.w_2.weight', 'encoder.encoders.10.feed_forward.w_2.bias', 'encoder.encoders.10.norm1.weight', 'encoder.encoders.10.norm1.bias', 'encoder.encoders.10.norm2.weight', 'encoder.encoders.10.norm2.bias', 'encoder.encoders.11.self_attn.linear_q.weight', 'encoder.encoders.11.self_attn.linear_q.bias', 'encoder.encoders.11.self_attn.linear_k.weight', 'encoder.encoders.11.self_attn.linear_k.bias', 'encoder.encoders.11.self_attn.linear_v.weight', 'encoder.encoders.11.self_attn.linear_v.bias', 'encoder.encoders.11.self_attn.linear_out.weight', 'encoder.encoders.11.self_attn.linear_out.bias', 'encoder.encoders.11.feed_forward.w_1.weight', 'encoder.encoders.11.feed_forward.w_1.bias', 'encoder.encoders.11.feed_forward.w_2.weight', 'encoder.encoders.11.feed_forward.w_2.bias', 'encoder.encoders.11.norm1.weight', 'encoder.encoders.11.norm1.bias', 'encoder.encoders.11.norm2.weight', 'encoder.encoders.11.norm2.bias', 'encoder.after_norm.weight', 'encoder.after_norm.bias', 'decoder.embed.0.weight', 'decoder.decoders.0.self_attn.linear_q.weight', 'decoder.decoders.0.self_attn.linear_q.bias', 'decoder.decoders.0.self_attn.linear_k.weight', 'decoder.decoders.0.self_attn.linear_k.bias', 'decoder.decoders.0.self_attn.linear_v.weight', 'decoder.decoders.0.self_attn.linear_v.bias', 'decoder.decoders.0.self_attn.linear_out.weight', 'decoder.decoders.0.self_attn.linear_out.bias', 'decoder.decoders.0.src_attn.linear_q.weight', 'decoder.decoders.0.src_attn.linear_q.bias', 'decoder.decoders.0.src_attn.linear_k.weight', 'decoder.decoders.0.src_attn.linear_k.bias', 'decoder.decoders.0.src_attn.linear_v.weight', 'decoder.decoders.0.src_attn.linear_v.bias', 'decoder.decoders.0.src_attn.linear_out.weight', 'decoder.decoders.0.src_attn.linear_out.bias', 'decoder.decoders.0.feed_forward.w_1.weight', 'decoder.decoders.0.feed_forward.w_1.bias', 'decoder.decoders.0.feed_forward.w_2.weight', 'decoder.decoders.0.feed_forward.w_2.bias', 'decoder.decoders.0.norm1.weight', 'decoder.decoders.0.norm1.bias', 'decoder.decoders.0.norm2.weight', 'decoder.decoders.0.norm2.bias', 'decoder.decoders.0.norm3.weight', 'decoder.decoders.0.norm3.bias', 'decoder.after_norm.weight', 'decoder.after_norm.bias', 'decoder.output_layer.weight', 'decoder.output_layer.bias', 'sfc.weight', 'sfc.bias', 'deconv.0.weight', 'deconv.0.bias', 'deconv.1.weight', 'deconv.1.bias', 'xlm_embed.0.weight', 'xlm_pred.weight', 'xlm_pred.bias'])\n"
]
}
],
"source": [
"#!pip install torch\n",
"import torch\n",
"\n",
"e_model = np.load('.notebook/espnet/model.npz',allow_pickle=True)\n",
"for k in e_model.files:\n",
" print(k)\n",
"state_dict = e_model['state']\n",
"state_dict = state_dict.tolist()\n",
"print(state_dict.keys())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f187bb55",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
" and should_run_async(code)\n"
]
}
],
"source": [
"# embed.conv.0.weight None torch.Size([256, 1, 3, 3]) \tencoder.embed.conv.0.weight | [256, 1, 3, 3] | 2304 | True\n",
"# embed.conv.0.bias None torch.Size([256]) \tencoder.embed.conv.0.bias | [256] | 256 | True\n",
"# embed.conv.2.weight None torch.Size([256, 256, 3, 3]) \tencoder.embed.conv.2.weight | [256, 256, 3, 3] | 589824 | True\n",
"# embed.conv.2.bias None torch.Size([256]) \tencoder.embed.conv.2.bias | [256] | 256 | True\n",
"# embed.out.0.weight None torch.Size([256, 5120]) 83 feature\tencoder.embed.out.0.weight | [4864, 256] | 1245184 | True 80 feature\n",
"# embed.out.0.bias None torch.Size([256]) \tencoder.embed.out.0.bias | [256] | 256 | True\n",
"# after_norm.weight None torch.Size([256]) \tencoder.after_norm.weight | [256] | 256 | True\n",
"# after_norm.bias None torch.Size([256]) \tencoder.after_norm.bias | [256] | 256 | True\n",
"# encoders.9.self_attn.linear_q.weight None torch.Size([256, 256]) \tencoder.encoders.0.self_attn.linear_q.weight | [256, 256] | 65536 | True\n",
"# encoders.9.self_attn.linear_q.bias None torch.Size([256]) \tencoder.encoders.0.self_attn.linear_q.bias | [256] | 256 | True\n",
"# encoders.9.self_attn.linear_k.weight None torch.Size([256, 256]) \tencoder.encoders.0.self_attn.linear_k.weight | [256, 256] | 65536 | True\n",
"# encoders.9.self_attn.linear_k.bias None torch.Size([256]) \tencoder.encoders.0.self_attn.linear_k.bias | [256] | 256 | True\n",
"# encoders.9.self_attn.linear_v.weight None torch.Size([256, 256]) \tencoder.encoders.0.self_attn.linear_v.weight | [256, 256] | 65536 | True\n",
"# encoders.9.self_attn.linear_v.bias None torch.Size([256]) \tencoder.encoders.0.self_attn.linear_v.bias | [256] | 256 | True\n",
"# encoders.9.self_attn.linear_out.weight None torch.Size([256, 256]) \tencoder.encoders.0.self_attn.linear_out.weight | [256, 256] | 65536 | True\n",
"# encoders.9.self_attn.linear_out.bias None torch.Size([256]) \tencoder.encoders.0.self_attn.linear_out.bias | [256] | 256 | True\n",
"# encoders.9.feed_forward.w_1.weight None torch.Size([2048, 256]) \tencoder.encoders.0.feed_forward.w_1.weight | [256, 2048] | 524288 | True\n",
"# encoders.9.feed_forward.w_1.bias None torch.Size([2048]) \tencoder.encoders.0.feed_forward.w_1.bias | [2048] | 2048 | True\n",
"# encoders.9.feed_forward.w_2.weight None torch.Size([256, 2048]) \tencoder.encoders.0.feed_forward.w_2.weight | [2048, 256] | 524288 | True\n",
"# encoders.9.feed_forward.w_2.bias None torch.Size([256]) \tencoder.encoders.0.feed_forward.w_2.bias | [256] | 256 | True\n",
"# encoders.9.norm1.weight None torch.Size([256]) \tencoder.encoders.0.norm1.weight | [256] | 256 | True\n",
"# encoders.9.norm1.bias None torch.Size([256]) \tencoder.encoders.0.norm1.bias | [256] | 256 | True\n",
"# encoders.9.norm2.weight None torch.Size([256]) \tencoder.encoders.0.norm2.weight | [256] | 256 | True\n",
"# encoders.9.norm2.bias None torch.Size([256]) \tencoder.encoders.0.norm2.bias | [256] | 256 | True\n",
"# \tencoder.encoders.0.concat_linear.weight | [512, 256] | 131072 | True\n",
"# \tencoder.encoders.0.concat_linear.bias | [256] | 256 | True\n",
"# espnet transformer\tconcat_linear只是保存了，但是未使用\n",
"\t\n",
"# \tpaddle transformer"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2a0428ae",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-> encoder.embed.conv.0.weight\n",
"-> encoder.embed.conv.0.bias\n",
"-> encoder.embed.conv.2.weight\n",
"-> encoder.embed.conv.2.bias\n",
"-> encoder.embed.out.0.weight\n",
"encoder.embed.out.0.weight: (256, 5120) -> (5120, 256)\n",
"-> encoder.embed.out.0.bias\n",
"-> encoder.encoders.0.self_attn.linear_q.weight\n",
"encoder.encoders.0.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.0.self_attn.linear_q.bias\n",
"-> encoder.encoders.0.self_attn.linear_k.weight\n",
"encoder.encoders.0.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.0.self_attn.linear_k.bias\n",
"-> encoder.encoders.0.self_attn.linear_v.weight\n",
"encoder.encoders.0.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.0.self_attn.linear_v.bias\n",
"-> encoder.encoders.0.self_attn.linear_out.weight\n",
"encoder.encoders.0.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.0.self_attn.linear_out.bias\n",
"-> encoder.encoders.0.feed_forward.w_1.weight\n",
"encoder.encoders.0.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.0.feed_forward.w_1.bias\n",
"-> encoder.encoders.0.feed_forward.w_2.weight\n",
"encoder.encoders.0.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.0.feed_forward.w_2.bias\n",
"-> encoder.encoders.0.norm1.weight\n",
"-> encoder.encoders.0.norm1.bias\n",
"-> encoder.encoders.0.norm2.weight\n",
"-> encoder.encoders.0.norm2.bias\n",
"-> encoder.encoders.1.self_attn.linear_q.weight\n",
"encoder.encoders.1.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.1.self_attn.linear_q.bias\n",
"-> encoder.encoders.1.self_attn.linear_k.weight\n",
"encoder.encoders.1.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.1.self_attn.linear_k.bias\n",
"-> encoder.encoders.1.self_attn.linear_v.weight\n",
"encoder.encoders.1.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.1.self_attn.linear_v.bias\n",
"-> encoder.encoders.1.self_attn.linear_out.weight\n",
"encoder.encoders.1.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.1.self_attn.linear_out.bias\n",
"-> encoder.encoders.1.feed_forward.w_1.weight\n",
"encoder.encoders.1.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.1.feed_forward.w_1.bias\n",
"-> encoder.encoders.1.feed_forward.w_2.weight\n",
"encoder.encoders.1.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.1.feed_forward.w_2.bias\n",
"-> encoder.encoders.1.norm1.weight\n",
"-> encoder.encoders.1.norm1.bias\n",
"-> encoder.encoders.1.norm2.weight\n",
"-> encoder.encoders.1.norm2.bias\n",
"-> encoder.encoders.2.self_attn.linear_q.weight\n",
"encoder.encoders.2.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.2.self_attn.linear_q.bias\n",
"-> encoder.encoders.2.self_attn.linear_k.weight\n",
"encoder.encoders.2.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.2.self_attn.linear_k.bias\n",
"-> encoder.encoders.2.self_attn.linear_v.weight\n",
"encoder.encoders.2.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.2.self_attn.linear_v.bias\n",
"-> encoder.encoders.2.self_attn.linear_out.weight\n",
"encoder.encoders.2.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.2.self_attn.linear_out.bias\n",
"-> encoder.encoders.2.feed_forward.w_1.weight\n",
"encoder.encoders.2.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.2.feed_forward.w_1.bias\n",
"-> encoder.encoders.2.feed_forward.w_2.weight\n",
"encoder.encoders.2.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.2.feed_forward.w_2.bias\n",
"-> encoder.encoders.2.norm1.weight\n",
"-> encoder.encoders.2.norm1.bias\n",
"-> encoder.encoders.2.norm2.weight\n",
"-> encoder.encoders.2.norm2.bias\n",
"-> encoder.encoders.3.self_attn.linear_q.weight\n",
"encoder.encoders.3.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.3.self_attn.linear_q.bias\n",
"-> encoder.encoders.3.self_attn.linear_k.weight\n",
"encoder.encoders.3.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.3.self_attn.linear_k.bias\n",
"-> encoder.encoders.3.self_attn.linear_v.weight\n",
"encoder.encoders.3.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.3.self_attn.linear_v.bias\n",
"-> encoder.encoders.3.self_attn.linear_out.weight\n",
"encoder.encoders.3.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.3.self_attn.linear_out.bias\n",
"-> encoder.encoders.3.feed_forward.w_1.weight\n",
"encoder.encoders.3.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.3.feed_forward.w_1.bias\n",
"-> encoder.encoders.3.feed_forward.w_2.weight\n",
"encoder.encoders.3.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.3.feed_forward.w_2.bias\n",
"-> encoder.encoders.3.norm1.weight\n",
"-> encoder.encoders.3.norm1.bias\n",
"-> encoder.encoders.3.norm2.weight\n",
"-> encoder.encoders.3.norm2.bias\n",
"-> encoder.encoders.4.self_attn.linear_q.weight\n",
"encoder.encoders.4.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.4.self_attn.linear_q.bias\n",
"-> encoder.encoders.4.self_attn.linear_k.weight\n",
"encoder.encoders.4.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.4.self_attn.linear_k.bias\n",
"-> encoder.encoders.4.self_attn.linear_v.weight\n",
"encoder.encoders.4.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.4.self_attn.linear_v.bias\n",
"-> encoder.encoders.4.self_attn.linear_out.weight\n",
"encoder.encoders.4.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.4.self_attn.linear_out.bias\n",
"-> encoder.encoders.4.feed_forward.w_1.weight\n",
"encoder.encoders.4.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.4.feed_forward.w_1.bias\n",
"-> encoder.encoders.4.feed_forward.w_2.weight\n",
"encoder.encoders.4.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.4.feed_forward.w_2.bias\n",
"-> encoder.encoders.4.norm1.weight\n",
"-> encoder.encoders.4.norm1.bias\n",
"-> encoder.encoders.4.norm2.weight\n",
"-> encoder.encoders.4.norm2.bias\n",
"-> encoder.encoders.5.self_attn.linear_q.weight\n",
"encoder.encoders.5.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.5.self_attn.linear_q.bias\n",
"-> encoder.encoders.5.self_attn.linear_k.weight\n",
"encoder.encoders.5.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.5.self_attn.linear_k.bias\n",
"-> encoder.encoders.5.self_attn.linear_v.weight\n",
"encoder.encoders.5.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.5.self_attn.linear_v.bias\n",
"-> encoder.encoders.5.self_attn.linear_out.weight\n",
"encoder.encoders.5.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.5.self_attn.linear_out.bias\n",
"-> encoder.encoders.5.feed_forward.w_1.weight\n",
"encoder.encoders.5.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.5.feed_forward.w_1.bias\n",
"-> encoder.encoders.5.feed_forward.w_2.weight\n",
"encoder.encoders.5.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.5.feed_forward.w_2.bias\n",
"-> encoder.encoders.5.norm1.weight\n",
"-> encoder.encoders.5.norm1.bias\n",
"-> encoder.encoders.5.norm2.weight\n",
"-> encoder.encoders.5.norm2.bias\n",
"-> encoder.encoders.6.self_attn.linear_q.weight\n",
"encoder.encoders.6.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.6.self_attn.linear_q.bias\n",
"-> encoder.encoders.6.self_attn.linear_k.weight\n",
"encoder.encoders.6.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.6.self_attn.linear_k.bias\n",
"-> encoder.encoders.6.self_attn.linear_v.weight\n",
"encoder.encoders.6.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.6.self_attn.linear_v.bias\n",
"-> encoder.encoders.6.self_attn.linear_out.weight\n",
"encoder.encoders.6.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.6.self_attn.linear_out.bias\n",
"-> encoder.encoders.6.feed_forward.w_1.weight\n",
"encoder.encoders.6.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.6.feed_forward.w_1.bias\n",
"-> encoder.encoders.6.feed_forward.w_2.weight\n",
"encoder.encoders.6.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.6.feed_forward.w_2.bias\n",
"-> encoder.encoders.6.norm1.weight\n",
"-> encoder.encoders.6.norm1.bias\n",
"-> encoder.encoders.6.norm2.weight\n",
"-> encoder.encoders.6.norm2.bias\n",
"-> encoder.encoders.7.self_attn.linear_q.weight\n",
"encoder.encoders.7.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.7.self_attn.linear_q.bias\n",
"-> encoder.encoders.7.self_attn.linear_k.weight\n",
"encoder.encoders.7.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.7.self_attn.linear_k.bias\n",
"-> encoder.encoders.7.self_attn.linear_v.weight\n",
"encoder.encoders.7.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.7.self_attn.linear_v.bias\n",
"-> encoder.encoders.7.self_attn.linear_out.weight\n",
"encoder.encoders.7.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.7.self_attn.linear_out.bias\n",
"-> encoder.encoders.7.feed_forward.w_1.weight\n",
"encoder.encoders.7.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.7.feed_forward.w_1.bias\n",
"-> encoder.encoders.7.feed_forward.w_2.weight\n",
"encoder.encoders.7.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.7.feed_forward.w_2.bias\n",
"-> encoder.encoders.7.norm1.weight\n",
"-> encoder.encoders.7.norm1.bias\n",
"-> encoder.encoders.7.norm2.weight\n",
"-> encoder.encoders.7.norm2.bias\n",
"-> encoder.encoders.8.self_attn.linear_q.weight\n",
"encoder.encoders.8.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.8.self_attn.linear_q.bias\n",
"-> encoder.encoders.8.self_attn.linear_k.weight\n",
"encoder.encoders.8.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.8.self_attn.linear_k.bias\n",
"-> encoder.encoders.8.self_attn.linear_v.weight\n",
"encoder.encoders.8.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.8.self_attn.linear_v.bias\n",
"-> encoder.encoders.8.self_attn.linear_out.weight\n",
"encoder.encoders.8.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.8.self_attn.linear_out.bias\n",
"-> encoder.encoders.8.feed_forward.w_1.weight\n",
"encoder.encoders.8.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.8.feed_forward.w_1.bias\n",
"-> encoder.encoders.8.feed_forward.w_2.weight\n",
"encoder.encoders.8.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.8.feed_forward.w_2.bias\n",
"-> encoder.encoders.8.norm1.weight\n",
"-> encoder.encoders.8.norm1.bias\n",
"-> encoder.encoders.8.norm2.weight\n",
"-> encoder.encoders.8.norm2.bias\n",
"-> encoder.encoders.9.self_attn.linear_q.weight\n",
"encoder.encoders.9.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.9.self_attn.linear_q.bias\n",
"-> encoder.encoders.9.self_attn.linear_k.weight\n",
"encoder.encoders.9.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.9.self_attn.linear_k.bias\n",
"-> encoder.encoders.9.self_attn.linear_v.weight\n",
"encoder.encoders.9.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.9.self_attn.linear_v.bias\n",
"-> encoder.encoders.9.self_attn.linear_out.weight\n",
"encoder.encoders.9.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.9.self_attn.linear_out.bias\n",
"-> encoder.encoders.9.feed_forward.w_1.weight\n",
"encoder.encoders.9.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.9.feed_forward.w_1.bias\n",
"-> encoder.encoders.9.feed_forward.w_2.weight\n",
"encoder.encoders.9.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.9.feed_forward.w_2.bias\n",
"-> encoder.encoders.9.norm1.weight\n",
"-> encoder.encoders.9.norm1.bias\n",
"-> encoder.encoders.9.norm2.weight\n",
"-> encoder.encoders.9.norm2.bias\n",
"-> encoder.encoders.10.self_attn.linear_q.weight\n",
"encoder.encoders.10.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.10.self_attn.linear_q.bias\n",
"-> encoder.encoders.10.self_attn.linear_k.weight\n",
"encoder.encoders.10.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.10.self_attn.linear_k.bias\n",
"-> encoder.encoders.10.self_attn.linear_v.weight\n",
"encoder.encoders.10.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.10.self_attn.linear_v.bias\n",
"-> encoder.encoders.10.self_attn.linear_out.weight\n",
"encoder.encoders.10.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.10.self_attn.linear_out.bias\n",
"-> encoder.encoders.10.feed_forward.w_1.weight\n",
"encoder.encoders.10.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.10.feed_forward.w_1.bias\n",
"-> encoder.encoders.10.feed_forward.w_2.weight\n",
"encoder.encoders.10.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.10.feed_forward.w_2.bias\n",
"-> encoder.encoders.10.norm1.weight\n",
"-> encoder.encoders.10.norm1.bias\n",
"-> encoder.encoders.10.norm2.weight\n",
"-> encoder.encoders.10.norm2.bias\n",
"-> encoder.encoders.11.self_attn.linear_q.weight\n",
"encoder.encoders.11.self_attn.linear_q.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.11.self_attn.linear_q.bias\n",
"-> encoder.encoders.11.self_attn.linear_k.weight\n",
"encoder.encoders.11.self_attn.linear_k.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.11.self_attn.linear_k.bias\n",
"-> encoder.encoders.11.self_attn.linear_v.weight\n",
"encoder.encoders.11.self_attn.linear_v.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.11.self_attn.linear_v.bias\n",
"-> encoder.encoders.11.self_attn.linear_out.weight\n",
"encoder.encoders.11.self_attn.linear_out.weight: (256, 256) -> (256, 256)\n",
"-> encoder.encoders.11.self_attn.linear_out.bias\n",
"-> encoder.encoders.11.feed_forward.w_1.weight\n",
"encoder.encoders.11.feed_forward.w_1.weight: (2048, 256) -> (256, 2048)\n",
"-> encoder.encoders.11.feed_forward.w_1.bias\n",
"-> encoder.encoders.11.feed_forward.w_2.weight\n",
"encoder.encoders.11.feed_forward.w_2.weight: (256, 2048) -> (2048, 256)\n",
"-> encoder.encoders.11.feed_forward.w_2.bias\n",
"-> encoder.encoders.11.norm1.weight\n",
"-> encoder.encoders.11.norm1.bias\n",
"-> encoder.encoders.11.norm2.weight\n",
"-> encoder.encoders.11.norm2.bias\n",
"-> encoder.after_norm.weight\n",
"-> encoder.after_norm.bias\n"
]
}
],
"source": [
"# dump torch model to paddle\n",
"#state_dict = model.state_dict()\n",
"paddle_state_dict = {}\n",
"\n",
"for n, p in state_dict.items():\n",
" if 'encoder' not in n:\n",
" continue \n",
" print(f'-> {n}')\n",
" \n",
" \n",
" name_change=True\n",
" if 'norm.running_mean' in n:\n",
" new_n = n.replace('norm.running_', 'norm._')\n",
" elif 'norm.running_var' in n:\n",
" new_n = n.replace('norm.running_var', 'norm._variance')\n",
" else:\n",
" name_change=False\n",
" new_n = n\n",
" if name_change:\n",
" print(f\"{n} -> {new_n}\")\n",
" \n",
" \n",
" p = p.cpu().detach().numpy()\n",
" if n.endswith('weight') and p.ndim == 2:\n",
" new_p = p.T\n",
" print(f\"{n}: {p.shape} -> {new_p.shape}\")\n",
" else:\n",
" new_p = p\n",
" \n",
" if 'global_cmvn.mean' in n:\n",
" print(p, p.dtype)\n",
" \n",
" paddle_state_dict[new_n] = new_p\n",
" \n",
"# np.savez('/workspace/DeepSpeech-2.x/.notebook/model',\n",
"# state=paddle_state_dict)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a1d97e9f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.0.concat_linear.weight. encoder.encoders.0.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.0.concat_linear.bias. encoder.encoders.0.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.1.concat_linear.weight. encoder.encoders.1.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.1.concat_linear.bias. encoder.encoders.1.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.2.concat_linear.weight. encoder.encoders.2.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.2.concat_linear.bias. encoder.encoders.2.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.3.concat_linear.weight. encoder.encoders.3.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.3.concat_linear.bias. encoder.encoders.3.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.4.concat_linear.weight. encoder.encoders.4.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.4.concat_linear.bias. encoder.encoders.4.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.5.concat_linear.weight. encoder.encoders.5.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.5.concat_linear.bias. encoder.encoders.5.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.6.concat_linear.weight. encoder.encoders.6.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.6.concat_linear.bias. encoder.encoders.6.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.7.concat_linear.weight. encoder.encoders.7.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.7.concat_linear.bias. encoder.encoders.7.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.8.concat_linear.weight. encoder.encoders.8.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.8.concat_linear.bias. encoder.encoders.8.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.9.concat_linear.weight. encoder.encoders.9.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.9.concat_linear.bias. encoder.encoders.9.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.10.concat_linear.weight. encoder.encoders.10.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.10.concat_linear.bias. encoder.encoders.10.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.11.concat_linear.weight. encoder.encoders.11.concat_linear.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for encoder.encoders.11.concat_linear.bias. encoder.encoders.11.concat_linear.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.embed.0.weight. decoder.embed.0.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.after_norm.weight. decoder.after_norm.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.after_norm.bias. decoder.after_norm.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.output_layer.weight. decoder.output_layer.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.output_layer.bias. decoder.output_layer.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_q.weight. decoder.decoders.0.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_q.bias. decoder.decoders.0.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_k.weight. decoder.decoders.0.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_k.bias. decoder.decoders.0.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_v.weight. decoder.decoders.0.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_v.bias. decoder.decoders.0.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_out.weight. decoder.decoders.0.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.self_attn.linear_out.bias. decoder.decoders.0.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_q.weight. decoder.decoders.0.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_q.bias. decoder.decoders.0.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_k.weight. decoder.decoders.0.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_k.bias. decoder.decoders.0.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_v.weight. decoder.decoders.0.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_v.bias. decoder.decoders.0.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_out.weight. decoder.decoders.0.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.src_attn.linear_out.bias. decoder.decoders.0.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.feed_forward.w_1.weight. decoder.decoders.0.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.feed_forward.w_1.bias. decoder.decoders.0.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.feed_forward.w_2.weight. decoder.decoders.0.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.feed_forward.w_2.bias. decoder.decoders.0.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm1.weight. decoder.decoders.0.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm1.bias. decoder.decoders.0.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm2.weight. decoder.decoders.0.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm2.bias. decoder.decoders.0.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm3.weight. decoder.decoders.0.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.norm3.bias. decoder.decoders.0.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.concat_linear1.weight. decoder.decoders.0.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.concat_linear1.bias. decoder.decoders.0.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.concat_linear2.weight. decoder.decoders.0.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.0.concat_linear2.bias. decoder.decoders.0.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_q.weight. decoder.decoders.1.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_q.bias. decoder.decoders.1.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_k.weight. decoder.decoders.1.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_k.bias. decoder.decoders.1.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_v.weight. decoder.decoders.1.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_v.bias. decoder.decoders.1.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_out.weight. decoder.decoders.1.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.self_attn.linear_out.bias. decoder.decoders.1.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_q.weight. decoder.decoders.1.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_q.bias. decoder.decoders.1.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_k.weight. decoder.decoders.1.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_k.bias. decoder.decoders.1.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_v.weight. decoder.decoders.1.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_v.bias. decoder.decoders.1.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_out.weight. decoder.decoders.1.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.src_attn.linear_out.bias. decoder.decoders.1.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.feed_forward.w_1.weight. decoder.decoders.1.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.feed_forward.w_1.bias. decoder.decoders.1.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.feed_forward.w_2.weight. decoder.decoders.1.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.feed_forward.w_2.bias. decoder.decoders.1.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm1.weight. decoder.decoders.1.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm1.bias. decoder.decoders.1.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm2.weight. decoder.decoders.1.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm2.bias. decoder.decoders.1.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm3.weight. decoder.decoders.1.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.norm3.bias. decoder.decoders.1.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.concat_linear1.weight. decoder.decoders.1.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.concat_linear1.bias. decoder.decoders.1.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.concat_linear2.weight. decoder.decoders.1.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.1.concat_linear2.bias. decoder.decoders.1.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_q.weight. decoder.decoders.2.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_q.bias. decoder.decoders.2.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_k.weight. decoder.decoders.2.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_k.bias. decoder.decoders.2.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_v.weight. decoder.decoders.2.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_v.bias. decoder.decoders.2.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_out.weight. decoder.decoders.2.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.self_attn.linear_out.bias. decoder.decoders.2.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_q.weight. decoder.decoders.2.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_q.bias. decoder.decoders.2.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_k.weight. decoder.decoders.2.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_k.bias. decoder.decoders.2.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_v.weight. decoder.decoders.2.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_v.bias. decoder.decoders.2.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_out.weight. decoder.decoders.2.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.src_attn.linear_out.bias. decoder.decoders.2.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.feed_forward.w_1.weight. decoder.decoders.2.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.feed_forward.w_1.bias. decoder.decoders.2.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.feed_forward.w_2.weight. decoder.decoders.2.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.feed_forward.w_2.bias. decoder.decoders.2.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm1.weight. decoder.decoders.2.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm1.bias. decoder.decoders.2.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm2.weight. decoder.decoders.2.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm2.bias. decoder.decoders.2.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm3.weight. decoder.decoders.2.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.norm3.bias. decoder.decoders.2.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.concat_linear1.weight. decoder.decoders.2.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.concat_linear1.bias. decoder.decoders.2.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.concat_linear2.weight. decoder.decoders.2.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.2.concat_linear2.bias. decoder.decoders.2.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_q.weight. decoder.decoders.3.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_q.bias. decoder.decoders.3.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_k.weight. decoder.decoders.3.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_k.bias. decoder.decoders.3.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_v.weight. decoder.decoders.3.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_v.bias. decoder.decoders.3.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_out.weight. decoder.decoders.3.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.self_attn.linear_out.bias. decoder.decoders.3.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_q.weight. decoder.decoders.3.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_q.bias. decoder.decoders.3.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_k.weight. decoder.decoders.3.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_k.bias. decoder.decoders.3.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_v.weight. decoder.decoders.3.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_v.bias. decoder.decoders.3.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_out.weight. decoder.decoders.3.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.src_attn.linear_out.bias. decoder.decoders.3.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.feed_forward.w_1.weight. decoder.decoders.3.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.feed_forward.w_1.bias. decoder.decoders.3.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.feed_forward.w_2.weight. decoder.decoders.3.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.feed_forward.w_2.bias. decoder.decoders.3.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm1.weight. decoder.decoders.3.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm1.bias. decoder.decoders.3.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm2.weight. decoder.decoders.3.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm2.bias. decoder.decoders.3.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm3.weight. decoder.decoders.3.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.norm3.bias. decoder.decoders.3.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.concat_linear1.weight. decoder.decoders.3.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.concat_linear1.bias. decoder.decoders.3.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.concat_linear2.weight. decoder.decoders.3.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.3.concat_linear2.bias. decoder.decoders.3.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_q.weight. decoder.decoders.4.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_q.bias. decoder.decoders.4.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_k.weight. decoder.decoders.4.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_k.bias. decoder.decoders.4.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_v.weight. decoder.decoders.4.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_v.bias. decoder.decoders.4.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_out.weight. decoder.decoders.4.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.self_attn.linear_out.bias. decoder.decoders.4.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_q.weight. decoder.decoders.4.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_q.bias. decoder.decoders.4.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_k.weight. decoder.decoders.4.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_k.bias. decoder.decoders.4.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_v.weight. decoder.decoders.4.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_v.bias. decoder.decoders.4.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_out.weight. decoder.decoders.4.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.src_attn.linear_out.bias. decoder.decoders.4.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.feed_forward.w_1.weight. decoder.decoders.4.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.feed_forward.w_1.bias. decoder.decoders.4.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.feed_forward.w_2.weight. decoder.decoders.4.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.feed_forward.w_2.bias. decoder.decoders.4.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm1.weight. decoder.decoders.4.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm1.bias. decoder.decoders.4.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm2.weight. decoder.decoders.4.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm2.bias. decoder.decoders.4.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm3.weight. decoder.decoders.4.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.norm3.bias. decoder.decoders.4.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.concat_linear1.weight. decoder.decoders.4.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.concat_linear1.bias. decoder.decoders.4.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.concat_linear2.weight. decoder.decoders.4.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.4.concat_linear2.bias. decoder.decoders.4.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_q.weight. decoder.decoders.5.self_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_q.bias. decoder.decoders.5.self_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_k.weight. decoder.decoders.5.self_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_k.bias. decoder.decoders.5.self_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_v.weight. decoder.decoders.5.self_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_v.bias. decoder.decoders.5.self_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_out.weight. decoder.decoders.5.self_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.self_attn.linear_out.bias. decoder.decoders.5.self_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_q.weight. decoder.decoders.5.src_attn.linear_q.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_q.bias. decoder.decoders.5.src_attn.linear_q.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_k.weight. decoder.decoders.5.src_attn.linear_k.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_k.bias. decoder.decoders.5.src_attn.linear_k.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_v.weight. decoder.decoders.5.src_attn.linear_v.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_v.bias. decoder.decoders.5.src_attn.linear_v.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_out.weight. decoder.decoders.5.src_attn.linear_out.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.src_attn.linear_out.bias. decoder.decoders.5.src_attn.linear_out.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.feed_forward.w_1.weight. decoder.decoders.5.feed_forward.w_1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.feed_forward.w_1.bias. decoder.decoders.5.feed_forward.w_1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.feed_forward.w_2.weight. decoder.decoders.5.feed_forward.w_2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.feed_forward.w_2.bias. decoder.decoders.5.feed_forward.w_2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm1.weight. decoder.decoders.5.norm1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm1.bias. decoder.decoders.5.norm1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm2.weight. decoder.decoders.5.norm2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm2.bias. decoder.decoders.5.norm2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm3.weight. decoder.decoders.5.norm3.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.norm3.bias. decoder.decoders.5.norm3.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.concat_linear1.weight. decoder.decoders.5.concat_linear1.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.concat_linear1.bias. decoder.decoders.5.concat_linear1.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.concat_linear2.weight. decoder.decoders.5.concat_linear2.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for decoder.decoders.5.concat_linear2.bias. decoder.decoders.5.concat_linear2.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for ctc.ctc_lo.weight. ctc.ctc_lo.weight is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
"/workspace/DeepSpeech-2.x/tools/venv-2p1/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1303: UserWarning: Skip loading for ctc.ctc_lo.bias. ctc.ctc_lo.bias is not found in the provided dict.\n",
" warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n"
]
}
],
"source": [
"model.set_state_dict(paddle_state_dict)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fc7edf1e",
"metadata": {},
"outputs": [],
"source": [
"e_state = model.encoder.state_dict()\n",
"for key, value in e_state.items():\n",
" if 'concat_linear' in key:\n",
" continue\n",
" if not np.allclose(value.numpy(), paddle_state_dict['encoder.' + key]):\n",
" print(key)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "572097d0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "748250b7",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "91e5deee",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 14,
"id": "fleet-despite",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"embed.npz feat.npz l1.npz l11.npz l3.npz l5.npz l7.npz l9.npz\r\n",
"encoder.npz l0.npz l10.npz l2.npz l4.npz l6.npz l8.npz model.npz\r\n"
]
}
],
"source": [
"%ls .notebook/espnet"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "abroad-oracle",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8, 57, 83)\n",
"(8, 1, 57)\n",
"[57 50 48 38 32 31 28 25]\n"
]
}
],
"source": [
"data = np.load('.notebook/espnet/feat.npz', allow_pickle=True)\n",
"xs=data['xs']\n",
"masks=data['masks']\n",
"print(xs.shape)\n",
"print(masks.shape)\n",
"xs_lens = masks.sum(axis=-1).squeeze()\n",
"print(xs_lens)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "false-instrument",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[8, 13, 256]\n",
"[8, 1, 13]\n"
]
}
],
"source": [
"# ecnoder\n",
"xs = paddle.to_tensor(xs, dtype='float32')\n",
"x_lens = paddle.to_tensor(xs_lens, dtype='int32')\n",
"model.eval()\n",
"encoder_out, encoder_mask = model.encoder(xs, x_lens)\n",
"print(encoder_out.shape)\n",
"print(encoder_mask.shape)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "arctic-proxy",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8, 13, 256)\n",
"(8, 1, 13)\n",
"False\n",
"False\n",
"True\n",
"True\n"
]
}
],
"source": [
"data = np.load('.notebook/espnet/encoder.npz', allow_pickle=True)\n",
"xs = data['xs']\n",
"masks = data['masks']\n",
"print(xs.shape)\n",
"print(masks.shape)\n",
"print(np.allclose(xs, encoder_out.numpy()))\n",
"print(np.allclose(xs, encoder_out.numpy(), atol=1e-6))\n",
"print(np.allclose(xs, encoder_out.numpy(), atol=1e-5))\n",
"print(np.allclose(masks, encoder_mask.numpy()))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "seasonal-switch",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 2.1380312 1.8675405 -1.1873871 ... -0.30456656 0.56382173\n",
" -0.6526459 ]\n",
" [ 2.1926146 2.1373641 -0.6548196 ... -0.897318 0.6044322\n",
" -0.63332295]\n",
" [ 1.6367635 2.3320658 -0.8848577 ... -0.9640939 1.2420733\n",
" -0.05243584]\n",
" ...\n",
" [ 1.8533031 1.8421621 -0.6728406 ... 0.04810616 0.6459763\n",
" -0.18188554]\n",
" [ 2.0894065 1.7813934 -1.1591585 ... -0.09513803 0.8321831\n",
" -0.72916794]\n",
" [ 1.6488649 2.0984242 -1.3490562 ... 0.42678255 0.5903866\n",
" -0.32597935]]\n",
"Tensor(shape=[13, 256], dtype=float32, place=CUDAPlace(0), stop_gradient=False,\n",
" [[ 2.13803196, 1.86753929, -1.18738675, ..., -0.30456796, 0.56382364, -0.65264463],\n",
" [ 2.19261336, 2.13736486, -0.65482187, ..., -0.89731705, 0.60443199, -0.63332343],\n",
" [ 1.63676369, 2.33206534, -0.88485885, ..., -0.96409231, 1.24207270, -0.05243752],\n",
" ...,\n",
" [ 1.85330284, 1.84216177, -0.67284071, ..., 0.04810715, 0.64597648, -0.18188696],\n",
" [ 2.08940673, 1.78139246, -1.15916038, ..., -0.09513779, 0.83218288, -0.72916913],\n",
" [ 1.64886570, 2.09842515, -1.34905660, ..., 0.42678308, 0.59038705, -0.32598034]])\n"
]
}
],
"source": [
"print(xs[0])\n",
"print(encoder_out[0])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "defined-brooks",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 2.209824 1.5208759 0.1417884 ... -0.73617566 1.6538682\n",
" -0.16355833]\n",
" [ 2.1441019 1.4377339 0.3629197 ... -0.91226125 1.3739952\n",
" 0.11874156]\n",
" [ 1.8725398 1.5417286 0.38919652 ... -0.89621615 1.1841662\n",
" 0.27621832]\n",
" ...\n",
" [ 2.4591084 0.7238764 -1.1456345 ... -0.24188249 0.8232168\n",
" -0.9794884 ]\n",
" [ 2.5156236 1.1919155 -0.97032744 ... -0.7360675 1.0647209\n",
" -1.3076135 ]\n",
" [ 2.160009 0.98425585 -1.2231126 ... -0.03393313 1.9141548\n",
" -1.0099151 ]]\n",
"Tensor(shape=[13, 256], dtype=float32, place=CUDAPlace(0), stop_gradient=False,\n",
" [[ 2.20982409, 1.52087593, 0.14178854, ..., -0.73617446, 1.65386844, -0.16355731],\n",
" [ 2.14410043, 1.43773460, 0.36291891, ..., -0.91226172, 1.37399518, 0.11874183],\n",
" [ 1.87254059, 1.54172909, 0.38919681, ..., -0.89621687, 1.18416822, 0.27621880],\n",
" ...,\n",
" [ 2.45910931, 0.72387671, -1.14563596, ..., -0.24188218, 0.82321703, -0.97948682],\n",
" [ 2.51562238, 1.19191694, -0.97032893, ..., -0.73606837, 1.06472087, -1.30761123],\n",
" [ 2.16000915, 0.98425680, -1.22311163, ..., -0.03393326, 1.91415381, -1.00991392]])\n"
]
}
],
"source": [
"print(xs[1])\n",
"print(encoder_out[1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0504e3f8",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
.notebook/wenet_model.ipynb 0 → 100644
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