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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "code",
"source": [
"from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline\n",
"import torch\n",
"\n",
"# Model and message setup\n",
"model_name = \"Solshine/Jais-590m-merged\"\n",
"user_message = \"What do you need to train a large language model?\" # This can be any user input\n",
"\n",
"# Structure the message with role-content pairing for compatibility with Jais-chat format\n",
"messages = [{\"role\": \"user\", \"content\": user_message}]\n",
"\n",
"# Initialize tokenizer with trust_remote_code for custom Arabic-English handling\n",
"tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)\n",
"\n",
"# Check if tokenizer is valid\n",
"if tokenizer is None:\n",
" raise ValueError(\"Tokenizer initialization failed!\")\n",
"\n",
"# Custom chat template including assistant role\n",
"def custom_chat_template(messages):\n",
" chat_prompt = \"\"\n",
" for message in messages:\n",
" role = message[\"role\"]\n",
" content = message[\"content\"]\n",
" chat_prompt += f\"{role}: {content}\\n\"\n",
" # Add assistant role to prompt the model's response\n",
" chat_prompt += \"assistant:\"\n",
" return chat_prompt\n",
"\n",
"# Generate the prompt\n",
"prompt = custom_chat_template(messages)\n",
"print(f\"Generated prompt:\\n{prompt}\")\n",
"\n",
"# Initialize the model\n",
"model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)\n",
"if model is None:\n",
" raise ValueError(\"Model initialization failed!\")\n",
"\n",
"# Move model to the appropriate device\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"model.to(device)\n",
"\n",
"# Initialize the text generation pipeline\n",
"text_gen_pipeline = pipeline(\n",
" \"text-generation\",\n",
" model=model,\n",
" tokenizer=tokenizer,\n",
" device=device,\n",
" torch_dtype=torch.float16,\n",
" trust_remote_code=True\n",
")\n",
"\n",
"# Generate text\n",
"try:\n",
" outputs = text_gen_pipeline(\n",
" prompt,\n",
" max_new_tokens=256,\n",
" do_sample=True,\n",
" temperature=0.7,\n",
" top_k=50,\n",
" top_p=0.95,\n",
" pad_token_id=tokenizer.eos_token_id # Ensure proper stopping\n",
" )\n",
" # Extract and print the assistant's response\n",
" generated_text = outputs[0][\"generated_text\"]\n",
" assistant_response = generated_text.split(\"assistant:\")[1].strip()\n",
" print(f\"Assistant's response:\\n{assistant_response}\")\n",
"except Exception as e:\n",
" print(f\"Error during text generation: {e}\")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_AtEETxb-MUF",
"outputId": "5dcc1dfc-741c-491a-9423-b31647961126"
},
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Generated prompt:\n",
"user: What do you need to train a large language model?\n",
"assistant:\n",
"Assistant's response:\n",
"I need to train a model to recognize 10 different languages.\n",
"\n",
"How can I do this?\n",
"\n",
"A:\n",
"\n",
"How can I do this?\n",
"\n",
"You could do this in two ways:\n",
"\n",
"Create a trained model using the provided source data (and the data it produces is not in your control)\n",
"Create a trained model using a different source data (and the data it produces is in your control)\n",
"\n",
"The first way is much easier to implement than the second. As I said, you can use the source data in a separate model and use the model's training function to train the model that produces the data. I'm not sure if this is what you want or not, but it's possible.\n",
"\n",
"A:\n",
"\n",
"If you are training a model for 10 different languages, then you will need to train a model that recognizes 10 different languages. \n",
"This is possible, but it is not easy.\n",
"You can train a model for a specific language, say English, by training a model for that language. Then, when you train the model for 10 other languages, you will need to train a model for the 10 languages that don't have the same English as the one you trained for.\n",
"This is what\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"The following is retained for scientific interest, as it prints a large series of tensors and some tensor operations and responds as if to a different prompt (perhaps could have research potential):\n",
"\n",
"```\n",
"from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline\n",
"import torch\n",
"\n",
"# Model and message setup\n",
"model_name = \"Solshine/Jais-590m-merged\"\n",
"messages = [{\"role\": \"user\", \"content\": \"Explain how transformers work in machine learning\"}]\n",
"\n",
"# Initialize tokenizer with trust_remote_code for custom Arabic-English handling\n",
"tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)\n",
"\n",
"# Check if tokenizer is valid\n",
"if tokenizer is None:\n",
" raise ValueError(\"Tokenizer initialization failed!\")\n",
"\n",
"# Test simple tokenization\n",
"test_prompt = \"This is a test prompt.\"\n",
"tokenized_prompt = tokenizer(test_prompt, return_tensors=\"pt\")\n",
"print(f\"Tokenized output: {tokenized_prompt}\")\n",
"\n",
"# Custom chat template for structuring messages\n",
"def custom_chat_template(messages):\n",
" chat_prompt = \"\"\n",
" for message in messages:\n",
" role = message[\"role\"]\n",
" content = message[\"content\"]\n",
" chat_prompt += f\"{role}: {content}\\n\"\n",
" return chat_prompt\n",
"\n",
"# Generate the prompt manually from structured messages\n",
"prompt = custom_chat_template(messages)\n",
"print(f\"Generated prompt: {prompt}\")\n",
"\n",
"# Initialize the model manually\n",
"model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)\n",
"\n",
"# Check if model is valid\n",
"if model is None:\n",
" raise ValueError(\"Model initialization failed!\")\n",
"\n",
"# Test a forward pass with the model to see if outputs are returned correctly\n",
"try:\n",
" input_ids = tokenizer(prompt, return_tensors=\"pt\").input_ids\n",
" outputs = model(input_ids)\n",
" print(outputs)\n",
"except Exception as e:\n",
" print(f\"Error during model forward pass: {e}\")\n",
"\n",
"# If forward pass succeeds, use the pipeline for text generation\n",
"text_gen_pipeline = pipeline(\n",
" \"text-generation\",\n",
" model=model,\n",
" tokenizer=tokenizer,\n",
" torch_dtype=torch.float16,\n",
" device_map=\"auto\",\n",
" trust_remote_code=True\n",
")\n",
"\n",
"# Execute text generation using the prompt\n",
"try:\n",
" outputs = text_gen_pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)\n",
" print(outputs[0][\"generated_text\"])\n",
"except Exception as e:\n",
" print(f\"Error during text generation: {e}\")\n",
"\n",
"```\n",
"\n",
"Returned:\n",
"```\n",
"Tokenized output: {'input_ids': tensor([[ 2883, 455, 321, 1978, 18071, 14]]), 'token_type_ids': tensor([[0, 0, 0, 0, 0, 0]]), 'attention_mask': tensor([[1, 1, 1, 1, 1, 1]])}\n",
"Generated prompt: user: Explain how transformers work in machine learning\n",
"\n",
"Hardware accelerator e.g. GPU is available in the environment, but no `device` argument is passed to the `Pipeline` object. Model will be on CPU.\n",
"CausalLMOutputWithCrossAttentions(loss=None, logits=tensor([[[ 1.4381, 2.8144, 5.6775, ..., -5.8403, -3.5928, -7.3339],\n",
" [ 2.1716, 0.4066, -0.3233, ..., -3.5967, -2.3428, -6.4091],\n",
" [ 1.5052, 3.4263, 2.3469, ..., 0.4482, -3.6540, -2.2990],\n",
" ...,\n",
" [ 3.6780, 2.7022, 4.3952, ..., -10.3083, -0.6451, -8.5470],\n",
" [ 5.5732, 5.2990, 6.6358, ..., -12.6449, -3.6089, -13.1777],\n",
" [ 0.6401, 5.1542, 4.3479, ..., -4.2185, -5.2455, -5.9905]]],\n",
" grad_fn=<MulBackward0>), past_key_values=((tensor([[[[-2.0959e+00, 1.4371e+00, 2.6447e+00, ..., -1.9006e+00,\n",
" 1.6817e-01, -1.3891e-01],\n",
" [ 1.8986e+00, -3.8827e+00, 3.0188e+00, ..., 7.5139e-02,\n",
" 5.1403e+00, 1.3825e+00],\n",
" [ 2.3830e+00, -1.7409e+00, 1.2259e+00, ..., -1.6876e+00,\n",
" 1.5156e+00, -1.0992e+00],\n",
" ...,\n",
" [-4.7027e-01, -2.1040e+00, -5.6962e-01, ..., -1.8081e+00,\n",
" 6.8220e-02, -2.5923e-01],\n",
" [-1.2099e+00, 2.3139e+00, 7.9305e-01, ..., -2.4751e-01,\n",
" -1.7727e+00, 1.6477e-01],\n",
" [-3.5747e-01, -8.7559e-01, 1.7207e+00, ..., -1.2237e+00,\n",
" -2.3608e+00, -5.4497e-01]],\n",
"\n",
" [[ 1.1596e-01, 6.4766e-01, -5.6451e-01, ..., -6.9970e-01,\n",
" 2.3296e+00, -3.4225e-01],\n",
" [ 8.4867e-01, 3.9504e-01, 1.7041e+00, ..., 3.6139e-01,\n",
" -2.4949e+00, 1.5250e+00],\n",
" [ 2.4554e-01, 2.2534e+00, 8.8036e-01, ..., 1.8584e-01,\n",
" -3.2067e+00, 9.0587e-02],\n",
" ...,\n",
" [-2.4442e+00, 3.1507e+00, -2.0643e+00, ..., 3.7998e+00,\n",
" -7.9083e-01, -7.6744e-02],\n",
" [ 1.7323e-01, -1.7960e+00, -6.3591e-01, ..., 1.7554e+00,\n",
" 4.2594e-01, -2.6391e+00],\n",
" [ 1.1166e+00, 2.3311e-02, 1.1413e-01, ..., 4.1283e-01,\n",
" 6.9779e-01, 5.8137e-01]],\n",
"\n",
" [[ 1.9033e+00, 6.5698e+00, -4.1076e-01, ..., -6.3750e-01,\n",
" -1.8385e+00, -7.8635e-01],\n",
" [-4.9120e-01, -1.0998e+00, -1.9142e+00, ..., 1.6793e-01,\n",
" 3.1094e-02, -6.9535e-01],\n",
" [ 1.0240e+00, -1.9203e+00, 2.0203e+00, ..., -2.0730e+00,\n",
" 6.6193e-01, -2.4453e+00],\n",
" ...,\n",
" [-1.5037e+00, 1.1116e+00, 3.8565e-01, ..., 1.5658e+00,\n",
" -1.5497e+00, -9.2532e-01],\n",
" [-2.5657e+00, -2.8893e+00, -1.4844e+00, ..., 2.1481e-01,\n",
" -2.2691e+00, 4.1295e+00],\n",
" [-3.2430e-01, -5.2063e-01, -4.1375e-01, ..., -6.0822e-01,\n",
" 1.8253e-01, -1.0165e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 1.0998e+00, -2.8009e+00, 4.1890e-01, ..., 7.7646e-01,\n",
" 1.8189e+00, -1.8591e+00],\n",
" [ 7.7233e-01, -7.2483e-01, 1.0653e-01, ..., -1.8673e+00,\n",
" 7.0754e-01, -3.8661e-01],\n",
" [ 6.4154e+00, 8.9653e-01, -6.9185e-01, ..., -7.6714e+00,\n",
" 2.3530e+00, -6.7575e-01],\n",
" ...,\n",
" [ 1.4332e+00, 2.1372e+00, 2.3786e+00, ..., -4.0503e-01,\n",
" 1.2687e+00, 1.1465e+00],\n",
" [ 1.1003e+00, -7.8606e+00, -1.1714e+00, ..., -1.3486e+00,\n",
" 3.3691e+00, 3.7973e+00],\n",
" [ 1.0350e-01, -4.5418e-01, -9.3553e-02, ..., -1.7816e+00,\n",
" 1.6643e+00, -2.9312e-01]],\n",
"\n",
" [[-6.7624e-01, 1.1944e+00, -2.1212e+00, ..., 6.3293e-01,\n",
" 2.2173e+00, 2.3537e+00],\n",
" [ 2.2979e-01, 1.0303e+00, 1.5898e+00, ..., 1.1350e+00,\n",
" 9.6039e-01, 4.4299e-01],\n",
" [-2.5542e-01, 2.3424e+00, 1.6710e+00, ..., -3.7434e+00,\n",
" 8.6190e-01, 3.6006e-02],\n",
" ...,\n",
" [-2.2991e+00, 2.6369e+00, 2.0235e+00, ..., -1.1271e+00,\n",
" 1.2475e+00, -7.5392e-01],\n",
" [-9.0163e-01, 5.8975e-01, 9.0165e-01, ..., 4.6972e-01,\n",
" 2.5632e+00, 7.9832e-01],\n",
" [-1.1616e+00, -3.3571e-01, 6.8647e-01, ..., -2.1542e-01,\n",
" 3.1655e-01, 4.0013e+00]],\n",
"\n",
" [[ 3.6125e-01, -2.1739e+00, 1.0388e+00, ..., 2.9361e-03,\n",
" -1.6513e+00, 1.4179e+00],\n",
" [-4.2136e-03, 3.8282e-01, 3.0475e+00, ..., 1.1573e+00,\n",
" 3.0323e-01, 7.3041e-01],\n",
" [-1.0284e+00, 4.1546e-01, 2.1133e+00, ..., 5.1776e-01,\n",
" 3.4128e+00, 6.9672e-01],\n",
" ...,\n",
" [-6.3754e-01, -1.8174e+00, 1.4696e-01, ..., 1.2360e-01,\n",
" -1.5590e+00, 1.1297e+00],\n",
" [ 3.2085e-01, -4.9139e-01, -2.0590e+00, ..., 1.1270e+00,\n",
" -1.7491e-01, -3.5091e-01],\n",
" [ 6.5438e-03, 2.3912e-01, -1.2407e+00, ..., -9.1464e-01,\n",
" -1.9471e-01, -5.8140e-01]]]], grad_fn=<PermuteBackward0>), tensor([[[[-1.7722e-01, -7.5062e-01, 1.2471e+00, ..., 7.2505e-01,\n",
" -4.5737e-01, 7.3375e-01],\n",
" [ 3.5285e-02, -1.7030e-03, -1.5364e-01, ..., 4.2070e-01,\n",
" 9.1569e-01, -9.9045e-02],\n",
" [-2.9776e-01, 6.7802e-01, -2.2362e-01, ..., 8.1722e-01,\n",
" -4.2224e-01, -1.3325e-01],\n",
" ...,\n",
" [ 1.6811e-01, -3.7726e-02, -2.8807e-01, ..., 8.7379e-01,\n",
" 8.5474e-01, 2.3332e-01],\n",
" [-4.0813e-01, 1.1733e+00, 1.1222e+00, ..., -6.1166e-01,\n",
" -3.6553e-01, -5.9500e-03],\n",
" [ 1.1505e-01, 3.8303e-01, 2.8465e-01, ..., 1.2986e-01,\n",
" -1.8902e-01, 2.5937e-02]],\n",
"\n",
" [[-2.7348e-01, -4.2412e-02, 2.2548e-01, ..., 4.8838e-01,\n",
" -2.2269e-01, 4.8359e+00],\n",
" [-2.8123e-02, 9.4699e-02, 1.2933e-01, ..., -1.0129e-01,\n",
" -3.5998e-02, -3.3200e+00],\n",
" [-6.5313e-01, 4.5089e-01, -2.1384e-02, ..., -5.4310e-01,\n",
" 5.7361e-01, -2.0281e+00],\n",
" ...,\n",
" [-3.2258e-01, 4.3000e-02, -1.6003e-01, ..., -1.2903e-01,\n",
" -7.8107e-01, 1.4752e+00],\n",
" [-4.3784e-01, -2.1444e-01, -1.8129e-01, ..., 2.7558e-01,\n",
" -2.2486e-01, 1.5549e+00],\n",
" [ 1.4645e-01, 1.2385e-02, -7.2829e-02, ..., 2.0373e-01,\n",
" -3.5118e-02, -3.3530e+00]],\n",
"\n",
" [[ 3.1843e-03, -4.7337e-01, -4.1628e-02, ..., 4.2861e-01,\n",
" 3.6663e-01, 2.8123e-02],\n",
" [ 1.7046e-01, -2.9456e-01, -4.5556e-01, ..., -4.1222e-02,\n",
" 1.1345e-01, 8.3244e-02],\n",
" [-7.2180e-01, 1.0595e+00, -3.4917e-01, ..., -2.4321e-01,\n",
" -9.3386e-01, -2.8490e-02],\n",
" ...,\n",
" [ 2.6423e-01, -1.5209e-01, -7.5666e-01, ..., 4.8821e-02,\n",
" 2.8479e-01, 5.0622e-01],\n",
" [-1.5765e-01, -6.9506e-01, -8.4984e-01, ..., 7.0024e-02,\n",
" -6.9823e-02, -2.3585e-01],\n",
" [-1.1093e-01, 3.7112e-03, -2.6220e-01, ..., -4.7609e-02,\n",
" 5.5389e-02, 4.0055e-03]],\n",
"\n",
" ...,\n",
"\n",
" [[ 4.0521e-01, 2.0802e-01, -3.2607e-01, ..., 1.1893e+00,\n",
" 5.2978e-01, -1.3754e+00],\n",
" [ 2.7671e-02, 5.2713e-02, -1.9272e-01, ..., -1.6999e-01,\n",
" 1.4314e-01, 4.0836e-02],\n",
" [ 4.9556e-01, 7.4002e-01, -5.3053e-01, ..., -2.8131e-01,\n",
" -8.8308e-02, 1.2126e+00],\n",
" ...,\n",
" [ 3.4379e-03, -5.3727e-01, -4.8390e-01, ..., 2.7330e-02,\n",
" -2.0382e+00, -5.9170e-01],\n",
" [ 4.5388e-01, 3.4651e-01, 4.7605e-01, ..., 7.5199e-01,\n",
" -9.8493e-02, 8.0423e-01],\n",
" [-1.7376e-01, 1.9928e-01, -6.1178e-02, ..., 1.7092e-01,\n",
" 4.2461e-02, -1.1678e-01]],\n",
"\n",
" [[ 3.3922e-01, -6.7137e-01, -2.9993e-01, ..., -4.3287e-01,\n",
" 2.9316e-01, -1.6222e-01],\n",
" [-2.7066e-02, 3.3367e-01, -2.1537e-01, ..., -2.7477e-02,\n",
" -3.6513e-01, 9.2140e-02],\n",
" [ 8.2060e-01, 7.7214e-01, 1.3224e+00, ..., -1.1097e+00,\n",
" 4.4333e-01, 2.7390e-01],\n",
" ...,\n",
" [-1.7563e-01, -3.7388e-01, 2.4789e-01, ..., -2.3136e-01,\n",
" 1.5666e-01, 4.8861e-01],\n",
" [ 4.4522e-01, 2.6953e-01, -2.0103e-01, ..., -5.9220e-01,\n",
" 1.8003e-01, 1.6519e-01],\n",
" [ 4.7985e-01, 4.9930e-02, -4.3852e-01, ..., 1.4158e-01,\n",
" 1.2001e-01, 2.6012e-02]],\n",
"\n",
" [[-6.4190e-01, 3.8681e-01, -2.3491e-01, ..., 1.7264e-01,\n",
" -2.9888e-01, -5.6624e-01],\n",
" [ 5.5993e+00, -3.3176e-01, 1.0157e-03, ..., -1.3885e-01,\n",
" 1.8408e-01, -2.3375e-01],\n",
" [-1.5792e+00, 7.6088e-02, -1.6420e-01, ..., -1.2275e-01,\n",
" 1.7497e-01, -7.6393e-03],\n",
" ...,\n",
" [-2.0894e+00, -1.7326e-01, 2.7399e-01, ..., -3.5924e-01,\n",
" 1.0225e-01, -3.3658e-01],\n",
" [-1.8473e+00, -2.3382e-01, -2.9218e-01, ..., -2.1732e-02,\n",
" -4.7154e-01, 4.9579e-01],\n",
" [ 5.8520e+00, 6.3030e-03, -1.9414e-01, ..., 5.8023e-02,\n",
" -4.8593e-02, 5.1435e-03]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[-5.0047e+00, -4.6175e+00, -6.4782e-01, ..., 1.3508e+00,\n",
" 6.2966e-01, -4.2263e+00],\n",
" [ 2.4942e+00, -5.5048e+00, 8.0868e-01, ..., -1.2358e+00,\n",
" -1.9203e+00, 6.2470e-01],\n",
" [ 2.4416e+00, 4.8069e+00, 1.1907e-01, ..., 2.2653e+00,\n",
" 1.9020e+00, 9.8236e-01],\n",
" ...,\n",
" [-4.5296e+00, 2.2571e+00, -1.2819e-01, ..., 3.3360e+00,\n",
" 2.9603e+00, -4.1175e+00],\n",
" [-1.0031e+00, -6.9650e-01, -4.9747e+00, ..., 2.8060e+00,\n",
" 1.1695e+00, 2.4485e-01],\n",
" [-8.6315e-01, -8.8008e+00, -6.5890e-01, ..., -3.4198e+00,\n",
" -1.4232e+00, 3.3305e+00]],\n",
"\n",
" [[ 5.1868e-01, -4.1956e+00, 1.3705e+00, ..., -1.5117e+00,\n",
" 7.6595e-01, -2.1110e+00],\n",
" [ 2.4456e+00, 7.0625e-02, -9.4189e-01, ..., 1.0706e+00,\n",
" -1.6281e-01, 2.3824e+00],\n",
" [-5.5411e+00, -1.9481e+00, -2.9569e+00, ..., 4.1833e+00,\n",
" 1.6778e+00, -1.7835e+00],\n",
" ...,\n",
" [ 5.2601e+00, 4.5232e+00, -5.1127e+00, ..., -6.1248e+00,\n",
" -4.4090e+00, -2.8162e-02],\n",
" [ 3.6664e-03, 2.6280e+00, -4.7580e+00, ..., 7.2919e-01,\n",
" 3.6893e-02, -1.0220e+00],\n",
" [-1.7712e+00, 1.7265e+00, 1.3219e+00, ..., 7.5786e-01,\n",
" 2.2501e+00, -8.9459e-01]],\n",
"\n",
" [[ 1.2165e+00, 4.6226e-01, -2.3632e-02, ..., 1.2237e+00,\n",
" 5.9310e+00, -3.9694e+00],\n",
" [ 2.2399e-01, -2.6175e-01, 1.3359e+00, ..., 8.2318e-01,\n",
" 2.7563e+00, -2.4821e+00],\n",
" [-4.4054e-02, -8.4093e-01, 2.5433e+00, ..., -3.0498e-01,\n",
" -1.4183e+00, -5.3946e-01],\n",
" ...,\n",
" [ 1.7899e+00, 2.4826e+00, 2.3796e-01, ..., 4.2806e-01,\n",
" -3.0661e+00, 2.6729e+00],\n",
" [ 1.9568e+00, -4.6762e-02, 1.4527e+00, ..., 1.2732e+00,\n",
" -2.5354e+00, 1.3727e+00],\n",
" [ 3.7607e-01, 5.4612e-02, 2.9794e-01, ..., -2.1633e-01,\n",
" 7.2090e+00, 3.6725e-01]],\n",
"\n",
" ...,\n",
"\n",
" [[ 1.0407e-02, -1.4617e+00, 1.1629e+00, ..., 1.2362e+00,\n",
" -1.1387e+00, 1.0942e+00],\n",
" [-3.5982e-01, 7.9353e-01, 1.3260e+00, ..., 1.4606e+00,\n",
" 1.8108e+00, -1.3466e+00],\n",
" [-1.2317e+00, 4.4831e-01, -1.1388e+00, ..., 2.2101e+00,\n",
" -1.5993e+00, -2.4846e-01],\n",
" ...,\n",
" [-1.6150e-01, 2.5800e+00, -5.4144e-01, ..., 1.0583e+00,\n",
" -1.7841e+00, -6.4895e+00],\n",
" [-2.6002e+00, 2.9070e+00, -6.8967e-01, ..., 5.3254e+00,\n",
" -5.3362e+00, -3.5776e+00],\n",
" [-3.2378e-01, 3.0595e-01, -4.9733e-01, ..., 3.5701e-01,\n",
" -2.2577e+00, 2.5483e-01]],\n",
"\n",
" [[ 3.6012e+00, 2.1906e+00, -2.4363e-01, ..., -2.6375e+00,\n",
" -1.9521e-01, 3.1044e-01],\n",
" [ 8.4892e+00, 2.1937e-01, -2.9102e+00, ..., -3.0485e+00,\n",
" -3.1590e+00, 2.9476e+00],\n",
" [ 2.4044e+00, -1.3575e+00, 9.6743e-01, ..., -1.4531e+00,\n",
" 4.2273e+00, 2.3890e+00],\n",
" ...,\n",
" [-3.3309e-01, -2.4572e-01, -1.5092e+00, ..., 3.1346e+00,\n",
" -2.0410e+00, 2.0660e-01],\n",
" [ 5.1762e-01, 1.3615e+00, 6.8795e-02, ..., 2.6931e-01,\n",
" -1.6910e+00, 2.5242e+00],\n",
" [-1.4193e+00, -4.3403e-02, -1.4693e+00, ..., -4.1586e-01,\n",
" 1.2937e+00, 6.6163e-01]],\n",
"\n",
" [[-6.4618e-01, -1.4726e+00, -1.9728e-01, ..., 8.5774e-01,\n",
" 6.4740e-01, 1.3013e+00],\n",
" [ 4.0267e-01, 4.1759e-01, 1.2671e-01, ..., 2.8031e-01,\n",
" 5.7839e-01, 1.3455e+00],\n",
" [ 5.7822e-02, -6.4950e-01, 1.0454e+00, ..., -2.2846e+00,\n",
" -2.4410e+00, -4.8181e-01],\n",
" ...,\n",
" [-2.4817e+00, -1.3249e+00, 1.3442e+00, ..., 1.3556e+00,\n",
" 6.5918e-01, -1.6761e-02],\n",
" [ 1.0887e+00, -3.2273e+00, -1.5677e+00, ..., -4.0316e-01,\n",
" 1.0049e+00, -1.3280e+00],\n",
" [ 5.8713e-01, -8.3612e-02, 5.6576e-01, ..., 2.5223e-01,\n",
" -2.4583e-01, -9.5027e-01]]]], grad_fn=<PermuteBackward0>), tensor([[[[-3.2601e-01, -6.4031e-01, -6.4987e-01, ..., 6.5280e-01,\n",
" 1.9416e+00, 5.1428e-01],\n",
" [-2.8574e-01, 2.4708e-01, 1.0050e+00, ..., 3.6735e-02,\n",
" 8.9540e-01, 2.1812e-01],\n",
" [-1.7709e+00, -1.9048e+00, 1.8304e-01, ..., -1.8051e+00,\n",
" -6.3477e-01, -5.8969e-01],\n",
" ...,\n",
" [ 2.3095e+00, 6.9705e-01, -1.5811e-01, ..., -1.0056e-01,\n",
" -4.9857e-01, 6.8267e-01],\n",
" [-3.6894e-01, -1.6279e+00, -7.6635e-01, ..., -7.2914e-01,\n",
" 4.3329e-01, 2.3829e-01],\n",
" [-9.3879e-01, -3.8248e-01, 6.6327e-01, ..., -1.4750e-01,\n",
" -2.3948e-01, 4.0716e-03]],\n",
"\n",
" [[-4.8947e-01, -1.1266e+00, -7.4112e-02, ..., 1.3743e-01,\n",
" 4.0698e-02, -3.0184e-01],\n",
" [ 1.2766e+00, -6.3780e-02, -1.0043e-01, ..., 1.2041e-01,\n",
" 1.0600e+00, 4.3118e-01],\n",
" [ 6.6590e-01, -2.2816e+00, -2.0772e+00, ..., -1.2358e+00,\n",
" 1.3626e-01, 1.7478e+00],\n",
" ...,\n",
" [-5.7661e-01, -7.3575e-01, -2.1613e-01, ..., -7.6314e-02,\n",
" -3.8125e-01, 5.8147e-01],\n",
" [-9.6634e-01, 2.6667e-01, -1.1256e+00, ..., 2.4681e+00,\n",
" -4.0950e-01, -1.0478e-01],\n",
" [-3.6512e-01, 3.4048e-01, 1.4864e-01, ..., 5.5176e-02,\n",
" 2.1510e-01, -2.0511e-01]],\n",
"\n",
" [[ 2.4784e-01, 6.3992e-03, 8.9929e-02, ..., -6.2933e-01,\n",
" 8.7568e-02, -5.5681e-02],\n",
" [-1.1871e+00, 2.0461e-01, -2.2983e-01, ..., -1.5093e+00,\n",
" 6.2778e-02, 1.6865e-01],\n",
" [ 5.9279e-01, 2.4399e-01, 1.0133e-01, ..., 4.2870e+00,\n",
" -4.9301e-02, 3.7617e-01],\n",
" ...,\n",
" [-7.9465e-01, 1.3541e-01, 2.7775e-01, ..., 1.2876e+00,\n",
" 2.9510e-01, 2.9097e-02],\n",
" [-8.6370e-01, -6.6664e-02, 1.2356e-01, ..., 6.0256e-01,\n",
" -1.3124e-01, 2.1851e-01],\n",
" [-1.7639e+00, 2.7077e-03, 1.5122e-01, ..., -6.1157e-01,\n",
" -1.4906e-01, 4.0373e-02]],\n",
"\n",
" ...,\n",
"\n",
" [[-6.3139e-01, -1.9603e-01, -7.5754e-01, ..., -1.2519e+00,\n",
" 4.7639e-01, -6.2157e-02],\n",
" [ 1.1125e+00, 2.2421e-01, 1.7719e-02, ..., 2.7312e-01,\n",
" 1.1236e-01, -7.7155e-02],\n",
" [ 2.8613e-01, 9.3596e-01, 3.0831e-01, ..., 1.2738e+00,\n",
" -9.4914e-01, -1.2666e+00],\n",
" ...,\n",
" [ 1.1523e+00, 1.7003e+00, -4.4989e-01, ..., 1.9206e-01,\n",
" -9.3243e-01, -2.1694e-01],\n",
" [ 1.1776e+00, 1.3335e+00, 8.2063e-01, ..., 2.8990e-01,\n",
" -1.2814e+00, -1.5647e+00],\n",
" [-2.5509e-01, -9.3909e-02, -4.4048e-01, ..., -6.3526e-01,\n",
" -1.1208e-01, 1.3862e-01]],\n",
"\n",
" [[ 3.4290e-01, -5.3063e-01, -5.2898e-01, ..., -3.6462e-01,\n",
" 9.7005e-01, -1.3667e-01],\n",
" [ 8.5993e-02, 4.6859e-01, 5.2426e-01, ..., 7.9481e-02,\n",
" 1.9256e+00, -3.6555e-01],\n",
" [-5.8768e-01, -1.2788e-01, 4.9083e-01, ..., -1.1542e+00,\n",
" -4.1404e+00, 7.6978e-01],\n",
" ...,\n",
" [ 1.5103e+00, 1.3369e-01, 8.8259e-01, ..., -5.0938e-01,\n",
" -5.1172e-01, -1.7876e-01],\n",
" [ 1.2038e+00, -1.7729e-01, -1.4889e+00, ..., -2.0120e-01,\n",
" 5.4666e-01, -1.1171e+00],\n",
" [ 1.7700e-01, -3.1657e-01, -2.0863e-01, ..., -5.8251e-02,\n",
" 2.3960e+00, 2.6545e-01]],\n",
"\n",
" [[ 2.8797e-01, -1.9642e-01, 1.1048e-01, ..., -4.2795e-01,\n",
" -2.2222e-01, 2.4090e-01],\n",
" [ 1.9234e-01, -1.0455e-01, -3.0205e-01, ..., 1.8799e-01,\n",
" -5.5398e-02, 5.0228e-01],\n",
" [ 7.3669e-01, -1.0011e+00, -9.5672e-01, ..., 4.3515e-01,\n",
" -9.8331e-02, 1.0703e-01],\n",
" ...,\n",
" [-4.3552e-01, -7.8511e-02, 5.1336e-01, ..., -7.2193e-01,\n",
" 2.9350e-01, 5.9573e-01],\n",
" [ 1.0251e+00, 3.7547e-01, -1.2524e+00, ..., -4.0155e-01,\n",
" 7.1663e-03, -3.9419e-01],\n",
" [ 8.1330e-02, -6.8467e-04, 3.4556e-01, ..., 1.7815e-01,\n",
" 4.6550e-02, 2.0433e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[-2.3595e+00, 1.4432e+00, -2.6396e+00, ..., -2.4836e+00,\n",
" 8.8553e-01, 3.0578e+00],\n",
" [ 8.4635e-01, 3.0461e+00, 3.8548e+00, ..., 2.7338e-01,\n",
" 1.1658e+00, 3.2405e+00],\n",
" [-1.3282e+00, 6.6557e-01, 1.7063e+00, ..., -9.4044e-02,\n",
" -1.0663e+00, 1.1686e-01],\n",
" ...,\n",
" [ 1.3051e+00, -1.8342e+00, -1.3714e+00, ..., 2.5211e+00,\n",
" 1.2760e+00, -2.2085e+00],\n",
" [ 2.9967e+00, -5.9210e-01, -4.2295e+00, ..., 5.2408e-01,\n",
" 4.7824e-01, 7.0184e-01],\n",
" [ 6.8206e-01, -3.2875e-01, 1.9307e+00, ..., -2.8556e+00,\n",
" -5.1889e-01, 5.8367e+00]],\n",
"\n",
" [[-7.5413e-01, 3.1152e+00, -9.8609e-01, ..., 3.0415e+00,\n",
" 5.0859e-01, -2.8047e+00],\n",
" [ 2.8071e+00, -2.5332e-01, -1.5410e-01, ..., 2.3868e+00,\n",
" -2.4403e+00, 6.5096e-01],\n",
" [ 9.9867e-01, -1.4150e+00, -2.5511e+00, ..., -2.6330e+00,\n",
" 4.0367e+00, 1.0682e+00],\n",
" ...,\n",
" [-2.4222e+00, 3.5957e+00, 8.2411e-01, ..., -3.2588e+00,\n",
" -1.9356e-01, -8.6139e-01],\n",
" [-4.9422e+00, 2.8447e+00, 3.0919e+00, ..., -2.3226e-01,\n",
" -1.1635e+00, 2.0649e+00],\n",
" [ 6.7244e-01, 1.7522e-01, 1.5434e+00, ..., 1.0799e+00,\n",
" 1.2473e+00, 3.0918e+00]],\n",
"\n",
" [[-2.8372e+00, -3.8082e-01, -2.3640e+00, ..., -3.9261e-01,\n",
" -1.5346e-01, 1.5876e+00],\n",
" [-8.2934e-01, -1.3160e+00, -2.4170e+00, ..., -8.5366e-01,\n",
" -1.4311e+00, -1.9484e-01],\n",
" [-3.0425e+00, 2.6168e+00, 1.5359e-01, ..., -2.1829e+00,\n",
" 2.5014e+00, 3.3813e-01],\n",
" ...,\n",
" [ 1.1947e-01, 1.5055e+00, -5.0745e+00, ..., 3.9229e-01,\n",
" 2.8641e+00, -1.7753e+00],\n",
" [-1.7981e+00, 1.0166e+00, -3.9231e+00, ..., 1.6490e+00,\n",
" -1.2403e-03, -8.4790e-01],\n",
" [ 1.1618e+00, 2.5613e+00, 9.1265e-01, ..., -1.9921e+00,\n",
" 2.3283e+00, 1.6016e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[-8.8770e-01, 8.1164e-01, 1.6699e+00, ..., 3.5052e+00,\n",
" 1.2270e+00, -3.1840e+00],\n",
" [-3.0928e+00, -7.6786e-01, -1.3171e+00, ..., 2.6244e+00,\n",
" -3.3808e+00, -1.2364e-01],\n",
" [-1.9142e+00, 1.2619e+00, 1.3865e-01, ..., -4.8615e+00,\n",
" 1.4145e-02, -4.4604e+00],\n",
" ...,\n",
" [ 1.7048e+00, 2.6491e+00, -2.1738e+00, ..., 2.3403e-01,\n",
" 1.7333e+00, -8.5236e-01],\n",
" [ 7.5011e+00, 4.7921e+00, 1.4306e+00, ..., -4.9216e+00,\n",
" -3.4201e-01, -4.5951e+00],\n",
" [-3.6670e-01, -2.0484e+00, 1.2932e+00, ..., 1.6069e+00,\n",
" -1.7462e+00, -2.2039e-01]],\n",
"\n",
" [[ 3.9549e+00, -1.3422e-01, -7.6014e-01, ..., -9.2257e-01,\n",
" -2.1141e+00, -1.0224e+00],\n",
" [-1.0637e+00, -8.8747e-01, 8.0613e-01, ..., -2.9300e+00,\n",
" 2.2615e+00, -2.5349e+00],\n",
" [-2.3802e-01, -2.0560e+00, -4.1415e-01, ..., 1.6604e-01,\n",
" 1.2370e+00, -1.1373e+00],\n",
" ...,\n",
" [-1.2230e+00, 5.8818e+00, 9.3190e-01, ..., 1.4334e+00,\n",
" -1.1006e+00, -4.9871e-01],\n",
" [ 2.1364e+00, 2.9363e+00, -6.9655e+00, ..., -1.6871e+00,\n",
" 1.4632e+00, -2.2986e+00],\n",
" [ 3.7476e-01, 2.1478e-01, -1.4233e+00, ..., -2.2591e+00,\n",
" 1.6354e+00, 1.7409e+00]],\n",
"\n",
" [[-2.0287e-01, 1.9387e+00, -3.7509e+00, ..., 7.8444e-02,\n",
" 2.0436e-01, 3.0714e-01],\n",
" [-7.7888e-01, -2.1159e-01, -2.0676e+00, ..., -1.8559e-01,\n",
" 4.0344e-01, -5.4057e-01],\n",
" [ 1.2402e-01, -9.0140e-01, -6.9824e-01, ..., 1.1654e+00,\n",
" -2.8284e-02, 9.1002e-01],\n",
" ...,\n",
" [ 3.3405e-01, -5.7690e-01, 1.0861e+00, ..., -1.9299e-02,\n",
" 5.4194e-02, 8.5530e-02],\n",
" [ 9.5803e-01, 2.1061e+00, 1.0502e+00, ..., 2.7756e-01,\n",
" 3.5850e-01, -8.1031e-01],\n",
" [ 6.3887e-01, 1.1255e+00, 2.5359e-01, ..., 7.2646e-01,\n",
" -1.3767e+00, 3.4680e-01]]]], grad_fn=<PermuteBackward0>), tensor([[[[-0.5328, -0.1395, 1.5595, ..., 1.2899, 0.7016, -1.8369],\n",
" [-0.6505, -1.7335, -0.3716, ..., -0.6893, 0.2465, -0.3763],\n",
" [-1.4964, 2.7073, -0.4851, ..., -0.2872, 0.7801, -1.1323],\n",
" ...,\n",
" [-0.8671, -0.0990, -0.7886, ..., 0.8714, -0.6288, -0.9534],\n",
" [-1.1579, -1.6875, -1.8866, ..., -0.2852, 0.5205, 2.1717],\n",
" [ 0.0729, 0.3102, 0.5220, ..., -0.1631, -0.5588, -0.6156]],\n",
"\n",
" [[-0.3033, -1.7437, 1.5966, ..., 0.1365, -0.8776, 0.5980],\n",
" [-1.7290, 1.2936, 0.1736, ..., -0.3575, 0.7072, 0.7471],\n",
" [ 0.3529, -0.3653, 0.1563, ..., -0.3636, -1.0157, 0.2281],\n",
" ...,\n",
" [ 0.6093, -0.3125, 0.9786, ..., -0.4021, 0.9999, -1.0083],\n",
" [-0.7847, 1.2675, 0.4749, ..., -1.4239, -2.2361, 1.2178],\n",
" [ 0.3381, 0.2928, 1.0043, ..., 0.0429, 0.4355, -0.1162]],\n",
"\n",
" [[ 2.4449, 0.4235, 0.1909, ..., -1.0314, 1.3619, 0.1000],\n",
" [ 0.5648, -0.7422, -0.5045, ..., -0.5231, 0.0218, -0.6448],\n",
" [-0.2721, -0.2402, 0.4736, ..., -0.1293, 0.3584, -0.3472],\n",
" ...,\n",
" [ 1.4103, -1.0662, 0.5110, ..., -0.0882, 0.2577, -0.2586],\n",
" [-0.8567, -1.1325, -0.7900, ..., -1.6281, 1.2455, -0.1418],\n",
" [ 0.0641, -0.2032, 0.2864, ..., -0.5712, 0.2391, 1.2196]],\n",
"\n",
" ...,\n",
"\n",
" [[ 0.3683, 2.2060, -0.5644, ..., -0.6854, 1.0529, 0.1644],\n",
" [ 1.2157, 1.1596, 0.6983, ..., -0.5318, 0.4933, 1.3925],\n",
" [ 0.4557, -0.6889, -0.4660, ..., -0.4692, 0.2872, -1.0505],\n",
" ...,\n",
" [-0.0303, -0.4934, 0.0747, ..., -0.8158, 0.4248, 0.6305],\n",
" [ 0.3806, -2.3397, 0.6423, ..., 1.6668, 0.0298, 0.5561],\n",
" [-0.8624, 0.3544, -0.0279, ..., 0.2929, 0.3758, -0.4554]],\n",
"\n",
" [[ 1.4772, -1.5353, 0.9811, ..., -0.5068, 1.2261, 0.2525],\n",
" [-0.5953, 0.4432, 0.3486, ..., 0.2151, -0.8594, 0.2603],\n",
" [-0.3429, -0.8250, 1.6208, ..., 1.1758, 0.2491, 0.8257],\n",
" ...,\n",
" [-0.7412, -0.5774, 0.9927, ..., 0.7842, 0.3547, -0.0862],\n",
" [ 0.9399, 1.5145, -0.5219, ..., 1.2636, 0.1398, -1.8681],\n",
" [ 0.7665, -0.7809, 0.8586, ..., 1.1195, -0.4253, 1.0164]],\n",
"\n",
" [[-0.0106, -0.0614, 3.9214, ..., 0.2915, -0.1279, -0.1175],\n",
" [-0.5066, 0.1819, -1.8467, ..., -0.1671, -1.3609, -0.6645],\n",
" [ 0.5357, 0.1687, -2.2168, ..., -1.6216, -0.3577, -1.0828],\n",
" ...,\n",
" [-0.0862, -0.0063, 3.9178, ..., 0.9883, 0.0343, -0.4503],\n",
" [ 0.4671, -1.3565, 1.9527, ..., -0.4188, 1.6736, 1.7021],\n",
" [-1.0188, 0.2148, -0.3756, ..., -0.0391, 0.2915, 0.1855]]]],\n",
" grad_fn=<PermuteBackward0>)), (tensor([[[[ 4.7313, 3.2508, -0.1942, ..., -0.7912, 1.8086, 3.6956],\n",
" [ 1.9058, 5.2825, -2.2030, ..., -2.0205, -1.8057, 1.9006],\n",
" [ 1.2446, -1.6906, -0.7190, ..., -0.7653, -1.3525, 4.4999],\n",
" ...,\n",
" [-2.2884, 2.5387, 3.1825, ..., 0.9746, -1.5621, -4.9380],\n",
" [-2.5722, 2.3572, 3.0224, ..., 4.9261, -2.1581, -4.2162],\n",
" [ 1.5038, 1.7818, 1.2524, ..., -2.3786, -0.1997, 5.5112]],\n",
"\n",
" [[-2.7842, -1.4208, -1.6922, ..., 0.1227, 2.1324, 1.2743],\n",
" [-3.2765, -1.7723, 0.6374, ..., 0.9834, 1.7083, 2.3638],\n",
" [-5.2874, -0.8602, 1.6506, ..., 0.2033, -1.5626, 3.5783],\n",
" ...,\n",
" [ 1.4984, -4.7606, 3.7170, ..., -1.8778, 1.8676, 1.0265],\n",
" [ 2.9630, -1.2899, 2.9081, ..., -3.3197, 0.5621, 4.0314],\n",
" [-2.3667, -0.8259, -1.8443, ..., 1.8559, -0.9809, 3.8305]],\n",
"\n",
" [[ 1.0479, -0.6746, 1.7637, ..., -0.9303, 1.4078, -4.3636],\n",
" [ 0.1800, 1.6045, 3.1884, ..., -0.8352, 3.1674, -2.8966],\n",
" [ 0.2894, -3.2080, -2.2479, ..., -2.8438, 4.1210, -4.0401],\n",
" ...,\n",
" [ 1.6682, 0.7317, 0.8068, ..., -1.7882, -1.9918, -2.1345],\n",
" [ 1.6094, 1.1965, 0.6717, ..., -0.5116, -3.9852, 1.0146],\n",
" [-0.2287, 0.5092, 0.7319, ..., 0.9959, -0.2975, -5.3365]],\n",
"\n",
" ...,\n",
"\n",
" [[ 2.6791, -0.1892, -0.8560, ..., -1.5481, 0.0323, 0.9295],\n",
" [ 0.2279, -1.9916, -0.1110, ..., 1.7996, -1.4995, 2.6049],\n",
" [ 1.6732, -0.4601, 3.5223, ..., 1.7879, 1.8076, 3.3521],\n",
" ...,\n",
" [-5.1997, 0.0241, -3.0985, ..., 1.0845, 1.7368, 6.0553],\n",
" [-2.8299, -5.2527, 1.7023, ..., -0.1228, 3.5612, -1.8109],\n",
" [-0.4752, 1.2210, 1.2705, ..., 0.8489, -1.3298, 1.5366]],\n",
"\n",
" [[ 5.4748, -1.8022, 1.9824, ..., 1.6648, -4.1006, 1.4769],\n",
" [-0.5799, 2.9387, -0.1544, ..., -0.5577, -1.5443, 3.7949],\n",
" [ 2.4077, 0.3017, -0.5377, ..., 2.2714, 2.5286, 3.4444],\n",
" ...,\n",
" [ 1.4207, -1.0092, -0.7804, ..., -1.9288, 1.3675, -0.4487],\n",
" [-1.0160, -2.9702, -0.4979, ..., -2.8494, -1.6546, 2.1544],\n",
" [-0.5499, -0.7752, -0.2280, ..., -1.3384, -1.5194, 1.8002]],\n",
"\n",
" [[-0.7383, 0.9443, -0.8481, ..., -2.5119, -1.8990, 0.5962],\n",
" [-1.4992, 3.1909, 0.4096, ..., -0.6596, -0.0586, -0.9357],\n",
" [-3.6073, 1.3351, -4.4096, ..., 7.5801, 0.0606, 0.3823],\n",
" ...,\n",
" [-4.7051, -1.2598, 2.6494, ..., -6.9071, 3.2167, 3.3809],\n",
" [ 3.0191, -1.3503, -6.6789, ..., -8.4133, 0.9399, -1.3283],\n",
" [-1.6010, 1.0471, 0.6821, ..., -2.6043, 1.0873, -0.1301]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-0.1959, -0.4169, 0.6224, ..., 0.0047, 0.3151, 0.3555],\n",
" [ 0.6748, 0.2946, -0.5378, ..., 1.0431, -1.8655, 1.2285],\n",
" [ 0.3031, 2.7321, 1.3770, ..., -1.3510, -1.1146, 2.3078],\n",
" ...,\n",
" [-1.0446, 0.1833, -0.3816, ..., -0.2484, 1.6197, -1.2283],\n",
" [-0.4502, 1.9371, 1.9637, ..., 2.6202, 2.0308, 2.0739],\n",
" [-0.1051, 0.9140, -0.1017, ..., 0.6571, 0.1660, -0.4664]],\n",
"\n",
" [[ 0.0086, -0.3450, 0.3233, ..., -0.0318, 0.0736, -0.0062],\n",
" [ 0.2847, 0.7176, 0.1017, ..., -0.4698, 0.8212, 0.9291],\n",
" [-0.7163, -0.5804, 0.3266, ..., -0.2038, 0.0769, -0.4180],\n",
" ...,\n",
" [ 1.1038, -1.8325, 1.3468, ..., -1.0080, 0.9642, -0.2420],\n",
" [ 1.2137, -1.2714, -0.2625, ..., 1.3486, 0.7495, 1.6962],\n",
" [ 0.0623, 0.4314, 0.9012, ..., -0.2553, 0.1325, 0.3154]],\n",
"\n",
" [[ 0.0528, -0.0038, 0.3628, ..., -0.2453, -0.0635, -0.1735],\n",
" [ 0.9008, -0.6024, -0.4975, ..., 0.7994, 2.2801, 1.4318],\n",
" [-1.0578, -0.4992, -1.5988, ..., 0.3460, 1.7135, -0.4460],\n",
" ...,\n",
" [ 1.2656, -2.0986, 0.3049, ..., -0.7042, -1.1214, -0.6737],\n",
" [-2.5747, -1.0729, 1.3408, ..., 1.0856, 2.1091, -2.2777],\n",
" [-1.7446, -0.0902, 0.5444, ..., -0.6466, 0.2667, 0.4568]],\n",
"\n",
" ...,\n",
"\n",
" [[-0.0915, 0.3732, 0.0631, ..., -0.1060, -0.1627, 0.3807],\n",
" [-0.9319, 0.1739, 0.7901, ..., 0.6065, 0.7744, -0.2184],\n",
" [ 0.2361, -0.5374, 0.7430, ..., 2.6430, 0.5465, -2.2394],\n",
" ...,\n",
" [-2.6332, -0.6341, 1.2188, ..., -0.9746, 1.7191, -1.6803],\n",
" [ 0.7299, -2.0292, -2.2612, ..., -2.3967, -1.8018, 1.4473],\n",
" [-0.0947, -0.4198, 0.4005, ..., -0.1380, 0.0212, -0.5447]],\n",
"\n",
" [[ 0.2102, -0.4667, 0.0933, ..., 0.1674, 0.2424, 0.1932],\n",
" [-0.4552, -1.1230, 1.9170, ..., 1.2289, -0.8085, -0.2211],\n",
" [ 0.4117, -0.2482, -1.1122, ..., -0.4141, 0.0360, 0.9523],\n",
" ...,\n",
" [ 0.1282, -1.0387, 0.4764, ..., 1.1091, 2.2630, 0.7588],\n",
" [-1.4126, -1.2332, 2.5706, ..., -0.0353, 0.6783, 0.0853],\n",
" [-0.2402, 0.2342, 0.1047, ..., -0.4115, 0.2071, -0.9537]],\n",
"\n",
" [[ 0.0148, -0.0214, -0.3161, ..., -0.0106, -0.0252, 0.0890],\n",
" [ 0.2025, -0.3719, -0.9433, ..., -0.9468, -1.6035, 0.8346],\n",
" [ 0.5711, -0.5167, 0.2601, ..., -0.0374, 1.8320, -0.0819],\n",
" ...,\n",
" [ 1.6441, -0.0370, 1.8250, ..., -0.9426, -2.2326, -0.2024],\n",
" [-0.9140, -0.7793, -0.1867, ..., -2.3547, -1.7116, 0.5455],\n",
" [-0.6495, -0.4252, -0.7735, ..., -0.1776, 0.1448, 0.0967]]]],\n",
" grad_fn=<PermuteBackward0>)), (tensor([[[[-2.2810, 1.2832, -3.1494, ..., 1.0907, 0.4454, 3.5004],\n",
" [-1.8521, 1.2114, -2.1604, ..., 6.6473, -2.3641, 4.4400],\n",
" [-2.7597, 3.2164, 0.7806, ..., 1.3910, 3.5190, 0.9369],\n",
" ...,\n",
" [-2.2173, 3.2150, -0.7013, ..., -0.8860, -5.2721, -4.8206],\n",
" [ 0.0868, 2.3014, -1.2290, ..., 0.6660, -2.0462, -2.4263],\n",
" [-1.2872, -2.2599, -2.6390, ..., 2.0093, -0.2204, 4.9618]],\n",
"\n",
" [[ 6.0854, 1.4577, -0.1827, ..., -1.8168, 1.5489, 2.6000],\n",
" [ 1.6000, -2.7006, -2.1631, ..., -3.2170, 3.3384, 4.3494],\n",
" [ 2.2055, 1.5901, 3.1775, ..., 2.1192, 5.9168, 4.0482],\n",
" ...,\n",
" [ 2.3214, -1.0210, 2.7298, ..., -1.0940, 3.8153, -2.4611],\n",
" [ 0.9695, -1.7258, 2.3318, ..., -7.6867, 1.2578, -1.6735],\n",
" [ 2.6643, -0.5433, 0.3435, ..., -2.1187, 0.9413, 0.0352]],\n",
"\n",
" [[ 0.6094, -0.6846, -1.7847, ..., 1.4641, -0.7199, -1.5449],\n",
" [ 3.1916, 0.9787, -0.3189, ..., -2.6399, -3.3555, -0.2517],\n",
" [ 0.3918, -0.8457, -1.2321, ..., 1.2669, -0.2605, -2.6007],\n",
" ...,\n",
" [-0.7419, 0.8921, -1.4451, ..., 0.6656, -2.0865, -3.1053],\n",
" [-1.0684, -0.4314, -1.1040, ..., 1.1963, -1.9933, -1.9554],\n",
" [ 2.6879, 1.0031, -2.5651, ..., 0.1942, -2.5669, -1.3722]],\n",
"\n",
" ...,\n",
"\n",
" [[ 0.7912, 2.8590, -0.3749, ..., -2.3309, 0.0298, 1.9782],\n",
" [-2.3352, 2.8485, -0.9919, ..., -0.5589, 3.2518, -0.2335],\n",
" [-3.4747, 3.9304, 1.1596, ..., -1.2978, -0.8558, -0.1706],\n",
" ...,\n",
" [ 3.7250, -2.7532, -5.0742, ..., 1.7615, 0.0903, 1.1826],\n",
" [ 3.0523, -3.2410, -3.7718, ..., 2.8061, -2.4851, -1.2435],\n",
" [ 0.6045, -0.3007, 0.0461, ..., -2.2147, -1.9423, 1.1210]],\n",
"\n",
" [[ 4.4117, 3.4955, 4.6815, ..., -2.6132, 2.4598, -2.2320],\n",
" [ 1.9963, 2.9729, 2.8608, ..., -1.9075, 6.9357, -1.4665],\n",
" [ 6.4625, 7.3917, 5.5609, ..., 0.6650, 3.7923, 0.5747],\n",
" ...,\n",
" [ 2.6749, 5.6869, 4.0420, ..., -4.3303, 1.7793, 1.5308],\n",
" [ 7.2198, 3.7596, 3.4480, ..., -2.2576, 3.5359, 1.5337],\n",
" [ 0.9691, -0.1221, 1.6974, ..., -1.0576, 2.7961, -0.1974]],\n",
"\n",
" [[-1.0540, 1.6017, -4.2020, ..., 2.1232, 13.2543, -4.1232],\n",
" [-4.7647, 2.5943, -5.7142, ..., 5.0759, 0.3247, 0.0403],\n",
" [-2.8819, -1.1322, -5.2544, ..., 1.4158, -0.6569, -7.8727],\n",
" ...,\n",
" [ 8.5812, -1.6979, -3.0230, ..., 3.8589, -5.1379, -4.9500],\n",
" [ 0.3685, 0.8428, -0.5578, ..., 5.2084, -2.7410, -1.6536],\n",
" [-1.4973, 3.2915, -2.0595, ..., 1.7829, 5.7989, -1.8323]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[ 3.3753e-01, 5.2995e-01, -9.3066e-02, ..., 6.3260e-01,\n",
" -8.1230e-01, 7.4769e-01],\n",
" [ 5.6605e-01, -1.5110e+00, 3.4572e-01, ..., 4.1818e-01,\n",
" -1.6918e+00, -1.2692e+00],\n",
" [ 1.0659e+00, -2.3473e+00, -1.0057e-01, ..., -4.6905e-01,\n",
" -7.5582e-01, 6.4753e-01],\n",
" ...,\n",
" [-7.3360e-01, -9.0675e-01, -2.5131e+00, ..., 6.1061e-01,\n",
" 2.0523e+00, -1.4644e+00],\n",
" [-1.1405e+00, 1.8170e-01, -2.9359e+00, ..., -1.8702e-01,\n",
" -2.0675e+00, -1.5102e+00],\n",
" [-3.4418e-01, 1.9824e-01, 2.1284e-02, ..., 2.1162e-01,\n",
" 5.9911e-01, 1.0695e+00]],\n",
"\n",
" [[-2.9188e-02, 2.4398e-01, -8.6263e-03, ..., -4.1295e-01,\n",
" 1.8323e-01, 4.7451e-01],\n",
" [-4.6213e-01, -2.4939e+00, -1.1057e+00, ..., 1.7459e+00,\n",
" -1.3819e+00, -1.6857e+00],\n",
" [-5.8312e-01, -2.0525e+00, 1.2718e+00, ..., -3.3780e-01,\n",
" -1.2859e+00, -1.3488e-01],\n",
" ...,\n",
" [-3.6151e-01, -7.3227e-01, 1.5321e+00, ..., -3.4335e-01,\n",
" -2.0747e+00, 1.7981e+00],\n",
" [ 4.4130e-01, 7.9860e-01, 9.6905e-03, ..., 1.0829e+00,\n",
" -5.8017e-01, 1.0959e+00],\n",
" [-1.5391e-01, 1.3363e-01, 1.1239e+00, ..., -2.0664e+00,\n",
" -3.9678e-01, 1.0576e+00]],\n",
"\n",
" [[-2.3603e-01, -2.8078e-02, -1.2749e-01, ..., 6.4612e-01,\n",
" 1.7090e-01, 4.5682e-01],\n",
" [ 1.2740e+00, -7.6990e-01, -5.4203e-01, ..., -9.3513e-01,\n",
" 1.0480e+00, -1.8678e+00],\n",
" [ 3.0958e+00, -1.3257e+00, 1.2583e+00, ..., -5.6089e-03,\n",
" 7.7601e-01, -2.1352e+00],\n",
" ...,\n",
" [-1.6975e-01, -1.4572e+00, 3.6483e+00, ..., -4.7319e+00,\n",
" 2.0813e+00, 2.1048e+00],\n",
" [-1.2980e+00, 7.3207e-01, -1.2992e+00, ..., -1.7858e+00,\n",
" 2.4317e+00, -6.2972e-01],\n",
" [-1.1182e-01, 1.0531e-02, -1.7602e+00, ..., 7.9291e-01,\n",
" 2.7622e-01, -2.6585e-01]],\n",
"\n",
" ...,\n",
"\n",
" [[-2.3157e-01, 7.0662e-02, 1.4456e-01, ..., 5.9530e-02,\n",
" 7.2745e-01, 6.8835e-01],\n",
" [-8.2101e-01, -1.5893e+00, 4.4732e-01, ..., 1.0607e+00,\n",
" -5.1476e-01, 1.5435e-01],\n",
" [ 2.6258e+00, -9.4967e-01, -2.0087e-01, ..., -2.0475e+00,\n",
" 3.8909e+00, -4.1057e-01],\n",
" ...,\n",
" [ 2.5392e+00, -2.5270e-02, 5.4057e-01, ..., 1.1796e+00,\n",
" 3.1134e-01, -1.2986e+00],\n",
" [-1.3409e-01, -9.9002e-01, 1.6324e+00, ..., -6.3780e-02,\n",
" 1.5624e-01, -7.6041e-01],\n",
" [-3.4242e-01, -5.7154e-02, 4.0767e-01, ..., -3.3056e-01,\n",
" -3.4043e-01, -3.2511e-01]],\n",
"\n",
" [[ 1.1327e-01, 5.4438e-02, -4.0521e-02, ..., 1.9854e-01,\n",
" -6.5953e-02, -1.3467e-01],\n",
" [ 6.7167e-01, 3.8589e-01, -1.0388e+00, ..., -1.2469e+00,\n",
" -1.0103e-01, -3.0409e-01],\n",
" [-9.1585e-02, 3.1406e-01, -3.7881e-01, ..., -1.7203e-02,\n",
" 1.0038e+00, 1.8222e+00],\n",
" ...,\n",
" [-4.9169e-01, -3.4096e-01, -1.6464e+00, ..., -3.5730e-01,\n",
" -3.9160e-01, -3.5684e-01],\n",
" [-3.7279e+00, 8.0159e-01, -1.6687e+00, ..., 1.2837e+00,\n",
" 6.2537e-01, 3.6835e+00],\n",
" [-3.4927e-01, 7.1794e-01, 1.6018e-01, ..., -1.7631e-01,\n",
" 5.9357e-04, -2.6896e-01]],\n",
"\n",
" [[-3.0822e-02, -3.6993e-03, -1.5426e-01, ..., 1.0791e-01,\n",
" 7.0853e-02, 7.6581e-02],\n",
" [ 1.5263e+00, 7.3088e-01, -3.7411e-01, ..., 1.9464e+00,\n",
" 9.2428e-01, -2.1482e+00],\n",
" [ 8.4410e-01, 4.3377e-01, 9.6163e-01, ..., 7.3182e-01,\n",
" -1.4788e+00, -2.0867e+00],\n",
" ...,\n",
" [ 2.1508e-01, -4.1665e-01, -7.0824e-01, ..., -1.2356e-01,\n",
" 4.6998e-01, -1.6438e+00],\n",
" [ 2.6880e+00, 1.0009e+00, 2.2856e-01, ..., -5.2529e+00,\n",
" 2.3797e-01, 4.2503e-01],\n",
" [-7.5603e-01, 3.1271e-01, 4.1236e-01, ..., -7.0046e-01,\n",
" -6.5694e-01, 3.5606e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ -1.0984, 2.0593, 1.5929, ..., -3.3533, 4.5584, 3.9103],\n",
" [ -1.7744, 4.0411, 2.4947, ..., -2.2954, 3.4066, 8.5726],\n",
" [ -5.7162, 1.1901, 2.9163, ..., -1.2084, 7.2530, 9.9394],\n",
" ...,\n",
" [ -1.5038, -0.0200, 2.7847, ..., -5.4424, 7.3214, 4.7214],\n",
" [ -2.5134, 6.0128, 0.1880, ..., -1.1477, 8.3285, 8.1644],\n",
" [ -6.6378, 3.9590, 3.3420, ..., -2.9628, 5.4410, 5.3994]],\n",
"\n",
" [[ -3.3805, -0.6694, -4.1969, ..., -4.6115, -0.6045, 2.9831],\n",
" [ -1.0111, -9.0824, -3.1263, ..., -12.9492, -1.9480, 3.9347],\n",
" [ -4.1558, -5.6823, -3.8214, ..., -7.9344, -1.6492, 5.7529],\n",
" ...,\n",
" [ -1.9000, -3.0315, -2.2549, ..., -4.8242, 10.9201, 7.8247],\n",
" [ -2.0138, -0.2071, -0.4780, ..., -7.5966, 4.8051, 8.3702],\n",
" [ -0.9455, -2.5841, -1.9601, ..., -5.4215, -7.9308, 3.3838]],\n",
"\n",
" [[ -9.5051, 2.2917, -11.6175, ..., 5.8545, 3.6380, 16.1148],\n",
" [-17.5023, 6.7422, -15.5323, ..., 1.7497, -3.7449, 14.5555],\n",
" [ -8.6486, 7.2086, -9.9553, ..., 1.4183, -1.7554, 8.9888],\n",
" ...,\n",
" [-10.0321, 1.9724, -8.8236, ..., 5.9417, 1.8726, 13.5982],\n",
" [-10.5186, -0.2866, -9.6720, ..., 4.5345, 6.4870, 13.1487],\n",
" [ -9.6307, 4.6954, -9.4847, ..., 2.6559, 1.0447, 14.1497]],\n",
"\n",
" ...,\n",
"\n",
" [[ 5.8816, -3.8371, -2.5273, ..., -0.8084, -2.5888, -3.2888],\n",
" [ 7.0134, 6.8618, -7.9738, ..., -1.7604, 4.7697, -7.3446],\n",
" [ 4.4659, 3.4263, -6.4543, ..., -1.2181, 1.6374, -0.6026],\n",
" ...,\n",
" [ 3.6812, 2.2578, -4.8286, ..., 0.0752, 1.7111, -1.9433],\n",
" [ 4.1349, -3.3243, -3.0140, ..., 3.0657, -0.8223, -1.9798],\n",
" [ -2.5385, 0.4895, -5.9365, ..., -3.0297, -2.1703, -2.2057]],\n",
"\n",
" [[ 6.4798, 1.0271, -0.7467, ..., -1.3044, -5.1334, 1.9593],\n",
" [ 7.4218, 1.1825, -0.8708, ..., 0.3647, -4.4824, 2.9895],\n",
" [ 10.2221, 1.0076, -2.3051, ..., -0.1038, -5.3114, 0.5911],\n",
" ...,\n",
" [ 7.4405, 4.7461, 5.8013, ..., 0.8589, -5.2554, 1.4991],\n",
" [ 4.2478, 2.1901, 0.5597, ..., 2.5597, -4.7873, 5.0823],\n",
" [ 5.5914, 2.7702, 2.2691, ..., -0.0277, -3.0917, 3.2331]],\n",
"\n",
" [[ -3.2739, 5.8906, -5.2627, ..., -1.6830, -9.4425, -6.9771],\n",
" [ 1.4123, 2.2285, -3.0985, ..., -1.2383, -9.2130, -5.1239],\n",
" [ -7.3270, 3.7484, -3.5722, ..., -2.5126, -15.5747, -5.8978],\n",
" ...,\n",
" [ -2.2906, 11.2968, -3.0437, ..., -4.5711, -5.6087, -6.4733],\n",
" [ -1.8763, 7.2546, -4.3708, ..., -5.9775, -11.0185, -7.2072],\n",
" [ -3.5512, 6.7651, -6.4673, ..., -3.3589, -8.3803, -6.1830]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-1.2475e-01, 1.4122e+00, -4.8105e-01, ..., 1.5204e+00,\n",
" -9.9461e-01, 7.9250e-01],\n",
" [-2.1913e+00, -2.5270e-01, 8.0888e-01, ..., -3.1248e+00,\n",
" 1.3976e+00, -2.0684e+00],\n",
" [-2.4402e+00, -2.5823e-01, 5.6056e-01, ..., -1.7662e+00,\n",
" -1.7573e+00, -9.8740e-01],\n",
" ...,\n",
" [-1.8221e-01, 1.1751e+00, 5.3005e-01, ..., -1.7998e+00,\n",
" 2.2225e+00, 5.5833e-01],\n",
" [-7.6988e-01, 4.1805e-02, 1.7209e+00, ..., -8.4861e-01,\n",
" 2.6043e+00, -3.2946e-01],\n",
" [ 3.9735e-01, 8.9252e-01, 3.9116e-01, ..., -1.3187e-01,\n",
" 2.3398e+00, -2.3583e+00]],\n",
"\n",
" [[ 3.3661e-01, 2.7732e-01, -1.2155e-01, ..., 3.1774e-01,\n",
" -8.6461e-02, -1.9782e-02],\n",
" [-1.8831e+00, -1.0081e+00, 1.4631e+00, ..., -2.9256e+00,\n",
" -1.5822e+00, 9.0738e-02],\n",
" [-9.0630e-01, 2.5166e-01, 6.4374e-01, ..., 2.3859e-01,\n",
" -1.9840e+00, 8.5515e-01],\n",
" ...,\n",
" [ 1.6652e-02, 2.2846e+00, -2.3707e+00, ..., -4.2447e-01,\n",
" -3.7016e-01, 2.0703e+00],\n",
" [ 8.6266e-01, -2.6764e-01, 1.8812e+00, ..., -8.4907e-01,\n",
" -2.0995e+00, 1.0756e+00],\n",
" [ 1.2550e+00, 8.6117e-01, -3.9832e-01, ..., -8.6553e-01,\n",
" 7.9079e-02, 9.3248e-02]],\n",
"\n",
" [[ 3.7100e-01, -2.6851e-01, -1.4750e-01, ..., -1.0522e-01,\n",
" 1.9941e-01, 2.3962e-01],\n",
" [-1.1622e+01, -1.0550e+00, 1.5065e+00, ..., -5.4838e-01,\n",
" 3.0684e+00, -1.7484e+00],\n",
" [-4.9558e+00, -5.3349e-01, -6.3959e-01, ..., -2.7581e-01,\n",
" 3.9210e-01, -9.9898e-01],\n",
" ...,\n",
" [-8.2249e-01, 8.2459e-01, 8.2738e-01, ..., 1.4115e-01,\n",
" -1.1317e+00, 8.3578e-01],\n",
" [-4.1978e+00, 8.2651e-01, -1.3134e+00, ..., 5.1535e-01,\n",
" 2.3001e-01, 6.9740e-01],\n",
" [-2.3174e+00, -1.4715e+00, 1.4152e-01, ..., 4.4487e-01,\n",
" 1.9832e+00, -7.6623e-02]],\n",
"\n",
" ...,\n",
"\n",
" [[ 1.8380e-01, -9.8903e-02, 6.4544e-01, ..., 1.3863e-01,\n",
" -2.8499e-02, -1.2471e-01],\n",
" [ 1.5360e+00, -9.8967e-01, -2.8799e+00, ..., -4.2210e-02,\n",
" -1.0819e+00, -6.9356e-01],\n",
" [-2.6904e+00, 8.5417e-01, -2.8636e+00, ..., -3.9645e-01,\n",
" -1.5331e-01, -2.5939e+00],\n",
" ...,\n",
" [ 4.4080e-01, -4.5374e-01, -2.7868e+00, ..., -2.6749e-01,\n",
" 3.5042e-01, -5.6776e-01],\n",
" [ 2.1639e+00, -1.6223e+00, -7.4525e-01, ..., -3.5867e+00,\n",
" -1.1725e+00, -4.9849e-02],\n",
" [ 9.0997e-01, 1.7922e-01, -2.8693e-01, ..., -6.7869e-01,\n",
" -3.8054e-02, 8.1040e-01]],\n",
"\n",
" [[ 2.4532e-01, -9.0474e-02, -1.2529e-01, ..., -1.7803e-01,\n",
" -1.4427e-01, 6.2240e-02],\n",
" [-2.2363e+00, 1.4584e+00, -1.9500e+00, ..., -5.7315e-01,\n",
" 7.3758e-01, 3.3319e-01],\n",
" [ 4.7014e-01, 9.4849e-01, -2.9783e+00, ..., 1.1402e+00,\n",
" 7.2472e-01, 8.6509e-01],\n",
" ...,\n",
" [-8.4091e-01, 1.4217e-01, 1.4975e+00, ..., 2.0669e+00,\n",
" 9.9355e-01, -1.2280e+00],\n",
" [ 7.4741e-01, -2.9578e-01, 2.3839e+00, ..., 5.8404e-01,\n",
" 2.6117e+00, 1.3477e+00],\n",
" [-2.5175e-01, 6.5297e-01, 6.2543e-01, ..., -1.2279e-01,\n",
" -3.6568e-01, 2.0792e-01]],\n",
"\n",
" [[-2.1398e-02, 1.9632e-01, -1.5835e-01, ..., 3.2666e-03,\n",
" -3.2973e-01, -2.3474e-01],\n",
" [ 3.9415e-01, 2.2078e-01, 1.3689e+00, ..., -1.0453e+00,\n",
" 2.4160e+00, 2.1230e+00],\n",
" [ 1.9436e-01, 2.8252e-01, -2.0931e-01, ..., 1.3219e+00,\n",
" 2.0531e-01, 1.3553e+00],\n",
" ...,\n",
" [-5.3629e-01, -6.2057e-01, 1.1783e+00, ..., 5.2695e-01,\n",
" -4.7111e-01, 7.6904e-01],\n",
" [-1.0531e-01, -1.7877e+00, 1.6563e+00, ..., 8.5792e-01,\n",
" -2.1760e+00, -1.8778e-01],\n",
" [ 9.3355e-02, 4.4394e-01, 3.2174e-01, ..., -5.1588e-01,\n",
" -5.1133e-01, -1.1655e+00]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 1.3468e+00, -4.5197e+00, -2.3253e-01, ..., -1.1761e+00,\n",
" 2.2198e+00, -3.5072e+00],\n",
" [-4.5437e+00, -3.1577e+00, -4.0796e+00, ..., -3.4049e+00,\n",
" 1.5272e-01, 1.3428e+00],\n",
" [-4.4330e+00, -5.2219e+00, 6.1480e-01, ..., -4.7556e+00,\n",
" 4.1667e+00, -6.1822e+00],\n",
" ...,\n",
" [-4.8281e+00, -6.4590e+00, -3.5976e+00, ..., 1.0420e-01,\n",
" 3.7964e+00, -5.0624e+00],\n",
" [-4.2160e+00, -5.2564e+00, -5.2377e-01, ..., -2.6379e+00,\n",
" 3.0214e+00, -1.1981e+01],\n",
" [-1.2110e+00, -6.3975e+00, -1.3191e+00, ..., -2.8546e+00,\n",
" 3.1178e+00, -7.8130e+00]],\n",
"\n",
" [[-3.7591e-01, -4.7830e+00, -1.2771e+00, ..., -1.9085e+00,\n",
" 8.3630e-02, -2.6031e+00],\n",
" [-3.5687e+00, 1.8493e+00, -4.8000e+00, ..., -4.8098e+00,\n",
" -4.2179e-03, -3.0312e+00],\n",
" [-3.0855e+00, 1.7469e+00, -3.2328e+00, ..., 2.0527e-01,\n",
" -1.0520e+00, -5.0009e+00],\n",
" ...,\n",
" [-2.9347e+00, 1.1206e+01, -7.4826e-01, ..., -3.0921e+00,\n",
" 3.1261e+00, -7.0659e+00],\n",
" [ 2.2980e-01, 9.4097e+00, -3.1708e+00, ..., 1.3581e-01,\n",
" 2.5200e+00, -6.6882e+00],\n",
" [ 1.7709e+00, 3.6153e+00, 6.0225e-01, ..., -4.6170e+00,\n",
" -2.3642e+00, -5.5693e+00]],\n",
"\n",
" [[-4.9137e+00, 1.6341e+01, 9.9217e+00, ..., 5.1663e+00,\n",
" 8.6547e+00, 9.9619e+00],\n",
" [-7.9421e+00, 1.4671e+01, 1.0290e+01, ..., 6.0450e+00,\n",
" 7.0895e+00, 1.4736e+01],\n",
" [-3.5875e+00, 1.4910e+01, 1.1709e+01, ..., 3.9429e+00,\n",
" 3.9197e+00, 1.4608e+01],\n",
" ...,\n",
" [-2.5209e+00, 1.5969e+01, 8.7762e+00, ..., 4.8914e+00,\n",
" 6.4638e+00, 1.0259e+01],\n",
" [-4.0459e+00, 1.4849e+01, 8.5729e+00, ..., 2.1093e+00,\n",
" 1.1170e+01, 6.2260e+00],\n",
" [-4.3294e+00, 1.7311e+01, 1.0966e+01, ..., 5.5788e+00,\n",
" 6.3634e+00, 8.3752e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[-4.1891e+00, 1.6453e+01, 2.6051e+00, ..., 4.8662e+00,\n",
" 4.5138e+00, 2.8739e+00],\n",
" [-1.9619e+00, 1.5178e+01, 2.2995e+00, ..., 3.1340e+00,\n",
" -2.0537e-01, 2.9755e+00],\n",
" [ 2.7136e+00, 1.7053e+01, 2.3815e-01, ..., 5.1965e+00,\n",
" 5.3824e+00, 1.4564e+00],\n",
" ...,\n",
" [-3.9719e-01, 1.8078e+01, 3.0550e+00, ..., 8.0033e+00,\n",
" 5.3184e+00, -1.1409e+00],\n",
" [-1.6923e+00, 1.9468e+01, 5.5017e+00, ..., 7.9846e+00,\n",
" 3.4037e+00, -1.4628e+00],\n",
" [ 1.7619e+00, 1.2267e+01, 4.4783e+00, ..., 4.3631e-01,\n",
" 2.7735e+00, -1.9379e+00]],\n",
"\n",
" [[ 1.1631e+00, -3.8434e+00, 5.4071e+00, ..., 8.8249e-01,\n",
" -3.9772e-01, -4.5297e+00],\n",
" [ 5.0937e-01, -3.8474e+00, 3.6245e+00, ..., 1.5795e+00,\n",
" 3.5184e+00, -2.0836e+00],\n",
" [ 6.4881e-01, -4.9283e+00, 4.6645e+00, ..., 3.6104e-01,\n",
" 3.1096e+00, -7.1895e+00],\n",
" ...,\n",
" [-5.3619e+00, -3.4254e+00, 5.7264e+00, ..., -1.1527e-01,\n",
" -1.5781e+00, -5.6808e+00],\n",
" [-8.3348e-01, -3.5971e+00, 3.8210e+00, ..., 5.4387e+00,\n",
" 1.0972e+00, -8.2084e-01],\n",
" [ 3.3077e-01, -3.7854e+00, 4.1054e+00, ..., 1.6324e+00,\n",
" -3.5288e-01, -6.3804e+00]],\n",
"\n",
" [[ 1.5451e+01, 3.1071e+00, 1.1119e+01, ..., -1.1802e+01,\n",
" -1.3148e+01, -3.9004e+00],\n",
" [ 1.1791e+01, -2.1737e-01, 1.2683e+01, ..., -7.9515e+00,\n",
" -1.3562e+01, 2.8280e-02],\n",
" [ 1.4798e+01, 4.4676e-01, 8.5055e+00, ..., -1.0580e+01,\n",
" -1.5198e+01, -3.7212e+00],\n",
" ...,\n",
" [ 1.4516e+01, 6.1641e+00, 1.6609e+01, ..., -9.4526e+00,\n",
" -1.5254e+01, -3.7955e+00],\n",
" [ 1.5388e+01, 5.5439e+00, 1.7464e+01, ..., -1.2676e+01,\n",
" -1.5258e+01, -3.3699e+00],\n",
" [ 1.3058e+01, 2.9876e+00, 1.6535e+01, ..., -1.2020e+01,\n",
" -1.3476e+01, -4.4258e+00]]]], grad_fn=<PermuteBackward0>), tensor([[[[-7.9241e-02, -1.6242e-01, 2.0902e-01, ..., -2.2481e-01,\n",
" 6.9634e-02, 5.5700e-02],\n",
" [ 1.1040e+00, -1.1903e+00, -5.5721e-01, ..., 8.4915e-01,\n",
" 1.3300e+00, 2.1868e+00],\n",
" [ 6.8119e-01, -3.8800e-01, 7.3827e-01, ..., -1.0118e+00,\n",
" 9.8093e-01, -1.5269e+00],\n",
" ...,\n",
" [ 1.9436e+00, -2.7316e-01, 9.4114e-01, ..., 6.1905e-01,\n",
" -4.7368e-01, -2.0115e+00],\n",
" [ 1.2869e+00, -3.2861e-01, -2.2341e+00, ..., 6.3258e-01,\n",
" 2.7626e-01, -1.6612e+00],\n",
" [ 3.6770e-03, 5.9785e-01, 1.6194e-01, ..., -4.4359e-01,\n",
" 7.4315e-01, -1.1448e-02]],\n",
"\n",
" [[-1.1534e-01, 1.3389e-01, -4.8718e-02, ..., 8.2184e-02,\n",
" -2.5770e-02, -7.4269e-02],\n",
" [ 1.1468e-01, 2.6291e+00, 1.6831e+00, ..., -5.9605e-02,\n",
" 2.5426e-01, -6.4661e-01],\n",
" [ 7.4629e-01, -9.4096e-02, -1.0463e+00, ..., 2.7589e+00,\n",
" -8.3056e-01, 3.5479e-01],\n",
" ...,\n",
" [-1.5792e+00, -1.5560e+00, 1.9895e+00, ..., 2.6604e+00,\n",
" 7.6482e-01, -1.9610e+00],\n",
" [-1.9080e-01, 9.3895e-01, 2.4616e+00, ..., 2.3918e+00,\n",
" 3.2771e+00, -2.2827e+00],\n",
" [ 4.7974e-01, -1.4111e+00, -4.5908e-01, ..., 4.3439e-01,\n",
" 4.4873e-01, -1.4742e-01]],\n",
"\n",
" [[ 8.2147e-02, -1.9440e+00, 2.1123e-01, ..., 3.9240e-01,\n",
" 1.4119e+00, -3.0915e-02],\n",
" [-2.7780e-01, 7.3876e+00, -1.1997e+00, ..., -7.5662e-02,\n",
" -6.2749e+00, 4.1318e-01],\n",
" [-2.4465e+00, 1.0790e+00, 4.5998e-01, ..., -1.6583e-01,\n",
" -3.6028e+00, 1.9926e-01],\n",
" ...,\n",
" [-3.4972e+00, -1.3813e+00, -3.1188e+00, ..., -1.9981e+00,\n",
" -3.3233e+00, 1.0659e+00],\n",
" [-1.8757e+00, -7.2334e-01, -1.5984e+00, ..., 3.0842e-01,\n",
" -7.1300e+00, 2.1711e+00],\n",
" [-1.0790e+00, -7.3018e+00, -2.4310e+00, ..., 6.8895e-01,\n",
" -5.2099e-01, 9.7630e-01]],\n",
"\n",
" ...,\n",
"\n",
" [[-8.3589e-01, -4.3605e-01, -1.2578e-01, ..., -3.8239e-01,\n",
" 5.0555e-01, 1.3445e-01],\n",
" [-3.5541e+00, 8.0686e-01, -2.6818e-01, ..., -8.1737e-01,\n",
" -2.9238e+00, -2.9337e-01],\n",
" [-2.0805e-01, 2.4217e+00, 1.0340e+00, ..., 1.4584e-02,\n",
" -4.9333e-03, -1.1304e+00],\n",
" ...,\n",
" [ 2.4988e+00, 6.4113e-01, 1.4218e+00, ..., 6.7703e-02,\n",
" 2.5878e+00, 2.4187e+00],\n",
" [ 2.2800e+00, 1.7051e+00, 2.0612e+00, ..., -2.5272e+00,\n",
" 2.7152e+00, 2.2647e+00],\n",
" [-5.3163e-01, -2.6454e-01, -4.4042e-01, ..., -6.3172e-01,\n",
" -4.3022e-01, 6.8955e-01]],\n",
"\n",
" [[-2.9693e-01, -5.3914e-02, 1.2661e-02, ..., 1.8255e-01,\n",
" -2.5605e-02, -2.1749e-03],\n",
" [ 2.1096e+00, 1.0804e+00, 2.0527e+00, ..., 1.9939e+00,\n",
" 5.5041e-01, 8.2603e-01],\n",
" [-1.3242e+00, 5.6515e-01, 2.9906e-01, ..., 1.9430e+00,\n",
" -1.6589e-01, 1.5575e+00],\n",
" ...,\n",
" [-1.5136e+00, -1.4024e+00, -1.7260e+00, ..., -2.2390e-01,\n",
" 1.0367e+00, -2.7319e+00],\n",
" [ 1.2791e+00, -4.9454e-01, -3.4789e+00, ..., 2.2827e+00,\n",
" -2.9920e-01, -2.0130e+00],\n",
" [ 1.7374e-01, 3.4104e-01, 2.1564e-01, ..., 5.8716e-01,\n",
" -2.5617e-01, -5.5133e-01]],\n",
"\n",
" [[-1.4097e-02, -7.5460e-02, -2.4798e-01, ..., -2.0489e-01,\n",
" 2.8179e-02, -7.1215e-02],\n",
" [-1.3594e+00, 1.2836e+00, 9.8451e-01, ..., 7.8657e-01,\n",
" 1.4587e+00, -1.6358e+00],\n",
" [-1.3712e+00, -9.8155e-01, 9.3083e-02, ..., -2.9543e-01,\n",
" 3.4132e+00, -6.1998e-01],\n",
" ...,\n",
" [-3.5318e-01, 1.3415e+00, 1.6240e+00, ..., 2.2074e+00,\n",
" 1.3122e+00, -8.6817e-01],\n",
" [-1.6571e+00, -5.0496e-01, -1.1707e+00, ..., 1.2308e+00,\n",
" 3.2852e-01, -2.0277e-01],\n",
" [-1.7291e+00, 1.9108e+00, -3.1850e+00, ..., 5.2986e-01,\n",
" 1.4797e+00, -1.8242e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 1.5086e+00, 4.1513e+00, -1.9024e+00, ..., 8.1378e+00,\n",
" -4.5777e+00, -7.1432e+00],\n",
" [-5.8425e-01, 4.7542e+00, 2.8457e+00, ..., 1.0605e+01,\n",
" -3.5278e+00, -5.4074e+00],\n",
" [-3.8758e+00, 4.2433e+00, 4.2499e+00, ..., 4.9746e+00,\n",
" -2.3502e+00, -7.0543e+00],\n",
" ...,\n",
" [-4.2867e-01, 7.2969e+00, 6.9430e+00, ..., 1.1427e+01,\n",
" -1.4337e+00, -7.5891e+00],\n",
" [-1.9694e-01, 6.1217e+00, 3.3638e+00, ..., 9.5855e+00,\n",
" -3.3402e+00, -4.9175e+00],\n",
" [ 3.3989e+00, 3.2478e+00, 9.6133e-01, ..., 3.5329e+00,\n",
" -6.4944e+00, -6.6247e+00]],\n",
"\n",
" [[-1.7855e+00, 3.1696e+00, -2.6691e+00, ..., -6.6259e+00,\n",
" -1.8032e+00, -1.3818e-01],\n",
" [-6.4970e-01, -5.6737e-01, 4.3420e+00, ..., -6.7986e+00,\n",
" -3.1653e+00, 3.1044e+00],\n",
" [-4.7190e+00, 3.4938e+00, 4.6785e+00, ..., -9.5616e+00,\n",
" -2.5664e+00, 4.0771e+00],\n",
" ...,\n",
" [-6.8046e+00, -1.4803e+00, 1.1481e+00, ..., -5.7973e+00,\n",
" -4.0505e+00, -5.5007e-01],\n",
" [-1.7699e+00, 3.5384e+00, 8.3640e-01, ..., -1.0015e+01,\n",
" -3.0233e+00, -8.6125e-03],\n",
" [-3.5851e+00, -2.6187e-01, 6.2642e+00, ..., -5.3550e+00,\n",
" -2.9618e+00, -6.4978e-01]],\n",
"\n",
" [[-4.0721e+00, -5.2385e+00, 2.3333e+00, ..., 3.0552e+00,\n",
" 5.3779e+00, -6.5547e+00],\n",
" [-3.2872e+00, -4.0250e+00, 2.0418e+00, ..., 7.4788e-01,\n",
" 2.0674e+00, -6.1707e+00],\n",
" [-4.2000e+00, -6.5637e+00, 2.6907e+00, ..., -3.5971e+00,\n",
" 5.4680e+00, -7.8003e+00],\n",
" ...,\n",
" [-4.4925e+00, -5.5966e+00, -1.4624e+00, ..., 3.3193e+00,\n",
" 9.5209e+00, -4.9043e+00],\n",
" [-1.8216e+00, -7.7822e+00, -3.1002e+00, ..., -4.2965e-02,\n",
" 2.3968e+00, -6.0711e+00],\n",
" [-7.2619e+00, -8.1334e+00, -6.4384e-01, ..., -6.7545e-01,\n",
" 6.6194e+00, -9.9569e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 4.1309e-01, 6.8166e+00, -5.9385e+00, ..., -4.1749e-02,\n",
" -8.8800e+00, -2.1723e-01],\n",
" [ 4.5513e+00, 3.4006e+00, -5.0445e+00, ..., -4.5298e+00,\n",
" -5.0504e+00, -3.2517e+00],\n",
" [-7.0468e-01, 8.1546e+00, -1.0559e+01, ..., -2.1741e+00,\n",
" -5.8403e+00, -4.0645e+00],\n",
" ...,\n",
" [ 1.5945e+00, 8.8500e-01, -9.8650e+00, ..., -4.9564e+00,\n",
" -1.6307e+00, -5.6298e+00],\n",
" [-2.4703e+00, 1.6067e+00, -6.8930e+00, ..., -6.3087e+00,\n",
" -3.3290e+00, -2.1803e+00],\n",
" [-8.0788e-01, 4.7682e+00, -6.2415e+00, ..., -4.0612e+00,\n",
" -6.8675e+00, -6.1436e+00]],\n",
"\n",
" [[ 1.8987e-01, -4.1338e+00, 1.0766e+01, ..., 8.1944e+00,\n",
" -4.8814e+00, -7.6592e+00],\n",
" [-1.2076e+00, -8.7575e+00, 8.3672e+00, ..., 7.9923e+00,\n",
" -2.0084e+00, -7.3968e+00],\n",
" [-6.0113e+00, -4.3597e+00, 1.1785e+01, ..., 9.0457e+00,\n",
" -1.4952e+00, -7.9379e+00],\n",
" ...,\n",
" [-3.8029e+00, -5.0973e+00, 1.5284e+01, ..., 1.1877e+01,\n",
" -1.5176e+00, -7.9438e+00],\n",
" [-1.3967e+00, -4.2369e+00, 1.5379e+01, ..., 1.0435e+01,\n",
" -3.2426e+00, -8.3923e+00],\n",
" [-2.4081e+00, -4.3669e+00, 1.1450e+01, ..., 7.0806e+00,\n",
" -3.0137e+00, -8.8096e+00]],\n",
"\n",
" [[-1.3128e+01, -7.8996e+00, -1.1368e+01, ..., 5.5171e+00,\n",
" -1.5967e+01, -6.4871e+00],\n",
" [-1.6179e+01, -8.0241e+00, -1.2414e+01, ..., 6.9645e+00,\n",
" -1.6024e+01, -7.0243e+00],\n",
" [-2.0014e+01, -9.0925e+00, -1.3038e+01, ..., 2.3635e+00,\n",
" -1.1010e+01, -7.9348e+00],\n",
" ...,\n",
" [-1.4927e+01, -4.8386e+00, -9.9066e+00, ..., 5.1503e+00,\n",
" -1.7108e+01, -5.5971e+00],\n",
" [-2.0872e+01, -8.3036e+00, -1.1350e+01, ..., 2.6469e+00,\n",
" -1.7984e+01, -4.9184e+00],\n",
" [-1.5206e+01, -7.6435e+00, -1.1000e+01, ..., 5.8122e+00,\n",
" -1.5011e+01, -4.6765e+00]]]], grad_fn=<PermuteBackward0>), tensor([[[[-4.7386e-01, 1.0654e-01, 3.6200e-01, ..., 5.0274e-01,\n",
" 4.7687e-01, -5.4918e-01],\n",
" [ 1.1987e+00, -1.7382e+00, -2.6663e+00, ..., 8.0758e-01,\n",
" -5.7195e-01, -1.0129e-01],\n",
" [ 1.2956e+00, -2.5529e-01, -3.1114e+00, ..., -5.6217e-01,\n",
" -3.8690e-01, 3.1353e+00],\n",
" ...,\n",
" [ 2.7946e+00, 2.8486e-01, -4.5285e-01, ..., -6.2622e-01,\n",
" 1.4160e+00, 1.9095e+00],\n",
" [ 2.7129e+00, 2.8629e+00, 1.5946e+00, ..., 1.8264e+00,\n",
" -1.0700e+00, 4.2276e+00],\n",
" [ 2.8767e+00, -5.7878e-01, -2.0289e-01, ..., -2.6918e+00,\n",
" 7.6026e-01, -6.9134e-01]],\n",
"\n",
" [[-4.2565e-01, 1.3211e-01, -4.2117e-01, ..., -4.2957e-02,\n",
" 2.0885e-01, -1.7684e-01],\n",
" [ 1.4611e+00, 9.5653e-01, 4.9567e-01, ..., 4.6896e-01,\n",
" -3.2363e-01, -1.1751e+00],\n",
" [-4.4244e-01, 2.0104e+00, 1.6712e+00, ..., -8.0801e-01,\n",
" -9.6173e-01, 2.2356e+00],\n",
" ...,\n",
" [-2.4438e+00, -8.2449e-01, -4.9843e-02, ..., 6.4924e-01,\n",
" -9.0405e-01, -2.9887e+00],\n",
" [-1.9382e+00, -4.5939e-01, -1.1450e+00, ..., -8.2199e-01,\n",
" 1.5592e+00, -3.0605e-01],\n",
" [ 1.0451e+00, 8.3894e-01, 9.7668e-01, ..., 1.8283e+00,\n",
" -3.0923e-01, -3.1009e-01]],\n",
"\n",
" [[-4.1518e-01, -6.0745e-02, -2.5073e-03, ..., -2.0623e+00,\n",
" 7.8563e-02, -1.7964e-01],\n",
" [-1.6649e-01, 3.1853e-01, -3.2392e-01, ..., -1.1068e+00,\n",
" -1.1626e+00, -7.1935e-01],\n",
" [ 1.9575e+00, 1.2388e+00, -8.4128e-01, ..., 1.1150e+00,\n",
" -1.9151e+00, 1.1766e+00],\n",
" ...,\n",
" [-1.6811e+00, -7.2951e-01, -1.1854e+00, ..., -2.8262e-01,\n",
" 2.1585e-01, -5.0114e-01],\n",
" [-3.0628e+00, -2.1704e+00, -6.2426e-01, ..., 8.1987e+00,\n",
" 2.0249e-01, 2.5473e-01],\n",
" [ 7.7932e-01, 8.6455e-01, 8.5432e-01, ..., -2.0321e+00,\n",
" -3.4341e-01, 4.3442e-01]],\n",
"\n",
" ...,\n",
"\n",
" [[-1.8589e-01, 1.2987e-01, 8.2659e-02, ..., -2.0355e-01,\n",
" -1.1542e-01, -1.6078e-01],\n",
" [-2.4466e-01, 3.3342e-01, 1.0478e+00, ..., -1.3068e+00,\n",
" -1.1997e+00, 1.3702e+00],\n",
" [ 9.2457e-01, 1.4913e-01, 7.5541e-01, ..., 1.5286e+00,\n",
" -3.9438e-02, 8.8095e-01],\n",
" ...,\n",
" [-3.5898e-01, 1.2366e+00, -2.7443e-01, ..., 2.6553e+00,\n",
" -5.1595e-01, -1.3475e-01],\n",
" [-2.2817e+00, 8.8677e-01, -5.8169e-01, ..., -9.0083e-01,\n",
" -8.2450e-01, 5.5505e-01],\n",
" [ 1.2370e+00, 7.8427e-02, -1.0031e+00, ..., -1.3656e+00,\n",
" 2.4418e-01, 1.9307e-01]],\n",
"\n",
" [[-3.0419e-01, -1.9811e-01, -9.4346e-02, ..., 1.9745e-01,\n",
" -2.1903e-01, 3.4815e-01],\n",
" [-3.8374e-01, 2.6378e+00, -1.3814e-01, ..., 1.9966e+00,\n",
" 2.0640e+00, -1.0030e+00],\n",
" [-1.9342e+00, 1.7116e+00, 1.5757e+00, ..., 1.7498e-01,\n",
" 1.1175e+00, -2.4375e+00],\n",
" ...,\n",
" [-9.5234e-01, 6.8718e-01, 5.5669e-04, ..., -1.9121e+00,\n",
" 1.4694e+00, 3.0023e+00],\n",
" [ 1.0467e-01, -1.3782e+00, 3.4564e-01, ..., -1.0549e-01,\n",
" 1.3341e-01, 4.6041e-01],\n",
" [-1.3993e+00, 1.8324e+00, 7.7944e-01, ..., 1.9059e+00,\n",
" -8.2156e-01, -7.6785e-01]],\n",
"\n",
" [[ 2.0093e-01, -1.4874e-01, 9.6449e-03, ..., 1.0907e+00,\n",
" -1.5135e-01, 2.2146e+00],\n",
" [ 5.4703e-02, 6.2306e-01, -1.6378e-01, ..., 9.1783e-01,\n",
" -8.0802e-01, -2.8676e+00],\n",
" [ 1.3769e-01, -3.2876e+00, -8.2589e-01, ..., -2.0732e+00,\n",
" -1.0445e+00, -1.6741e+00],\n",
" ...,\n",
" [ 1.4359e+00, 3.6326e-01, 1.7298e+00, ..., 1.1329e+00,\n",
" -1.9659e+00, -3.4086e+00],\n",
" [ 3.9294e+00, -1.1451e+00, 5.1584e-02, ..., -1.0804e+00,\n",
" 1.3390e-01, -5.4806e+00],\n",
" [ 4.0568e-01, -2.6478e-01, -6.3539e-01, ..., -2.0055e+00,\n",
" -7.8644e-01, 1.2095e+00]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 0.1183, 0.2925, -3.8297, ..., -5.0723, 9.4833, 5.1026],\n",
" [ -3.3749, -3.2823, 1.0647, ..., -6.6871, 6.5604, 3.8435],\n",
" [ 0.2989, -2.3853, 2.1871, ..., -6.8466, 6.2048, -0.8492],\n",
" ...,\n",
" [ -4.6810, 1.6805, -2.7522, ..., -2.1932, 3.1267, -5.2867],\n",
" [ -2.2810, 2.1154, -0.7690, ..., -0.9987, 2.9291, 2.9972],\n",
" [ -0.9459, 1.0778, 3.4967, ..., -5.0517, 9.7562, 2.5894]],\n",
"\n",
" [[ 12.7418, -14.3166, 13.0261, ..., 20.6235, -0.5202, -8.4068],\n",
" [ 7.2550, -17.0145, 12.3755, ..., 23.3453, -1.3544, -6.6793],\n",
" [ 8.2252, -15.7796, 10.4539, ..., 21.8232, 0.4543, -5.3864],\n",
" ...,\n",
" [ -1.4145, -5.2824, 14.1021, ..., 21.7762, -4.7930, -7.6700],\n",
" [ 0.8293, -8.7992, 11.2979, ..., 24.8372, -0.9264, -10.3193],\n",
" [ 9.3992, -13.3800, 12.5312, ..., 28.6964, -2.1771, -8.8431]],\n",
"\n",
" [[-44.3099, 4.7548, -17.6152, ..., 22.4145, -22.1691, 7.9601],\n",
" [-37.2888, 3.2061, -25.9144, ..., 22.9117, -24.4700, 6.7828],\n",
" [-31.9826, 7.2170, -20.2220, ..., 26.3545, -25.7103, 7.1791],\n",
" ...,\n",
" [-28.9942, 9.3492, -16.1681, ..., 27.8489, -23.8252, 9.2143],\n",
" [-29.5485, 8.4871, -17.9825, ..., 29.5554, -25.3991, 11.1897],\n",
" [-33.2841, 8.0333, -16.8853, ..., 26.2349, -23.8729, 9.7641]],\n",
"\n",
" ...,\n",
"\n",
" [[ 8.6132, 10.1220, 0.7744, ..., 1.5092, -6.5199, -5.2873],\n",
" [ 3.2818, 12.9014, 1.6215, ..., 7.7526, -2.3690, -3.0757],\n",
" [ 4.2676, 9.6014, 2.5627, ..., 3.7394, -11.3472, 0.4728],\n",
" ...,\n",
" [ 4.1475, 4.2772, 0.9676, ..., 2.0056, -8.5732, 1.9499],\n",
" [ 6.7383, 7.0574, 2.9470, ..., 0.1621, -8.7563, -2.0157],\n",
" [ 4.1527, 10.2780, 0.9484, ..., 3.3174, -4.2200, -1.4728]],\n",
"\n",
" [[ 23.3819, 20.8034, -6.9303, ..., 17.5808, -7.6111, -1.6706],\n",
" [ 28.8038, 23.2286, -6.8670, ..., 19.9294, -3.8895, -2.6389],\n",
" [ 30.6250, 22.3113, -5.5243, ..., 17.9727, -3.3382, -2.2755],\n",
" ...,\n",
" [ 27.6035, 23.0099, -10.6905, ..., 12.9121, -8.4048, -7.1085],\n",
" [ 26.9642, 18.4772, -8.1354, ..., 17.0729, -5.7812, -7.1979],\n",
" [ 29.0215, 22.6316, -5.6447, ..., 18.7403, -7.4758, -3.5724]],\n",
"\n",
" [[ 7.8845, -15.1206, -11.9089, ..., 9.7974, 8.5502, -31.5052],\n",
" [ 9.1407, -16.9117, -8.5594, ..., 4.4139, 6.6152, -36.3971],\n",
" [ 9.0652, -16.8659, -10.4090, ..., 6.3565, 7.0607, -31.9925],\n",
" ...,\n",
" [ 11.0863, -15.3315, -15.7021, ..., 9.2911, 11.3318, -35.1361],\n",
" [ 8.8752, -17.5682, -18.9123, ..., 8.8609, 11.5469, -30.8387],\n",
" [ 12.7485, -14.1844, -11.8367, ..., 11.4432, 6.1314, -29.5793]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-0.1493, -0.7968, 0.0310, ..., 0.3041, 0.7515, -0.4328],\n",
" [ 0.0109, -0.1288, 0.1325, ..., 3.5196, -1.8173, 2.3133],\n",
" [ 0.3361, -2.8084, -1.1487, ..., -0.7183, 0.1170, 2.2264],\n",
" ...,\n",
" [-2.4648, 0.2144, -3.7721, ..., -1.1764, 0.3210, -0.2008],\n",
" [ 0.4669, -4.2658, -1.1522, ..., 3.1822, 1.0589, -2.9167],\n",
" [-0.2233, -0.6852, -1.6197, ..., 0.6968, -0.2922, 0.5117]],\n",
"\n",
" [[-0.0548, 0.0095, -0.2049, ..., 0.0217, -0.0503, 0.1986],\n",
" [-1.9647, -2.5095, -4.1843, ..., 0.7843, -3.1201, -0.1742],\n",
" [-2.5824, -1.1991, -2.7564, ..., 0.4602, -1.1881, -0.0818],\n",
" ...,\n",
" [-1.4883, 0.3380, 4.0515, ..., 0.2152, 0.6877, 0.1246],\n",
" [-1.6291, -2.7449, 1.4946, ..., 3.3225, -1.8518, -0.0090],\n",
" [-0.6609, -0.0951, 0.8079, ..., -0.2367, -1.2645, -0.4268]],\n",
"\n",
" [[ 0.0386, 0.3745, 0.1045, ..., -0.0946, -0.0700, -0.0321],\n",
" [ 3.0539, -1.0160, 1.2706, ..., 3.7041, -1.0245, -2.5704],\n",
" [-0.1824, 1.4007, 1.0272, ..., 0.2980, 0.8449, 0.6617],\n",
" ...,\n",
" [ 2.1458, 1.4490, 1.3796, ..., -1.0631, -0.1028, -3.7590],\n",
" [ 2.5051, 3.5498, 1.9721, ..., 1.8366, 1.6276, 0.2189],\n",
" [-1.0694, 0.5476, 0.1733, ..., 0.5552, -0.7639, -0.2137]],\n",
"\n",
" ...,\n",
"\n",
" [[ 0.3951, 0.5412, -0.7175, ..., -0.3005, -0.9176, 0.2377],\n",
" [-1.2231, 1.4337, 1.8799, ..., -0.1587, 0.9633, -0.5735],\n",
" [-2.4369, -0.4897, 0.0550, ..., 1.4997, -1.7577, -0.8157],\n",
" ...,\n",
" [ 2.4398, -0.6366, 1.9714, ..., 1.0416, 1.9153, -2.0065],\n",
" [-0.9171, 1.4623, 1.5742, ..., 2.9198, 0.6815, -1.0537],\n",
" [-0.6463, -0.9163, 1.4017, ..., -0.8692, 1.8026, -2.9270]],\n",
"\n",
" [[-0.0926, 0.1154, 0.2310, ..., -0.3588, 0.0278, -0.1713],\n",
" [-0.9914, -5.7009, 0.1858, ..., 3.1296, 0.5746, 3.3256],\n",
" [ 0.6623, 0.5514, -1.9032, ..., 2.6940, 0.4404, 1.4470],\n",
" ...,\n",
" [-2.0297, 0.7987, -1.7561, ..., 4.1558, -1.9256, -0.0719],\n",
" [ 3.4657, 4.0236, 2.6629, ..., 0.1732, -0.7906, -4.4621],\n",
" [-0.1249, 0.8690, -2.7978, ..., -0.3342, -1.7936, 0.1699]],\n",
"\n",
" [[-0.2780, -0.1510, -0.5473, ..., -0.3823, 0.0713, -0.0252],\n",
" [ 1.2576, -0.7900, -0.3277, ..., -0.6178, 0.5763, -0.3712],\n",
" [ 0.9887, -3.4961, -1.7611, ..., -5.0988, 0.1905, -3.0272],\n",
" ...,\n",
" [ 0.4968, 4.4750, 1.5808, ..., -1.0023, 0.4652, -1.7171],\n",
" [-2.7791, -0.3783, 4.0264, ..., -4.5587, -0.9170, -3.7127],\n",
" [-0.8986, 0.1156, -0.4043, ..., -0.4536, 0.8738, -1.3599]]]],\n",
" grad_fn=<PermuteBackward0>)), (tensor([[[[-1.6593e+00, -2.8760e+00, -1.2167e+00, ..., -1.8439e+00,\n",
" 9.8158e-01, -3.0249e+00],\n",
" [-8.0008e+00, -3.0997e+00, -6.3766e+00, ..., -1.5129e+00,\n",
" 1.3122e+00, -5.8546e-01],\n",
" [-1.8553e+00, -3.4510e+00, -3.7550e+00, ..., -6.2555e+00,\n",
" 1.5837e+00, 3.5200e+00],\n",
" ...,\n",
" [ 1.4112e+01, 2.7728e+00, -8.0481e+00, ..., -2.3255e+00,\n",
" 1.3422e+00, 4.6016e+00],\n",
" [ 7.5968e+00, -1.7122e+00, -4.2008e+00, ..., -1.9080e+00,\n",
" 1.2773e+00, 4.3816e+00],\n",
" [ 1.3212e+00, -6.3104e+00, -2.9635e+00, ..., -2.8715e+00,\n",
" 4.7794e-01, -2.0145e+00]],\n",
"\n",
" [[-5.2563e-01, 2.4829e+00, 7.8359e+00, ..., -4.9200e+00,\n",
" 5.4589e+00, -1.0635e+01],\n",
" [-1.7736e+00, 7.2129e+00, 9.1920e+00, ..., -8.5271e+00,\n",
" 4.0831e+00, -1.0530e+01],\n",
" [ 1.7358e+00, 4.0523e+00, 8.0452e+00, ..., -8.0608e+00,\n",
" 5.2011e+00, -1.0185e+01],\n",
" ...,\n",
" [-7.5342e-01, 9.2408e+00, 8.9250e+00, ..., -5.7590e+00,\n",
" 5.1376e+00, -1.2835e+01],\n",
" [-1.9886e+00, 7.8852e+00, 1.0762e+01, ..., -5.4329e+00,\n",
" 1.2255e+01, -1.0528e+01],\n",
" [ 3.0413e+00, 3.1997e+00, 8.7841e+00, ..., -5.6489e+00,\n",
" 7.7901e+00, -9.0559e+00]],\n",
"\n",
" [[ 1.2574e+01, 9.0241e+00, -2.3601e+01, ..., -1.4058e-02,\n",
" 4.2767e-01, 1.9266e+01],\n",
" [ 1.5797e+01, 7.5047e+00, -2.8904e+01, ..., 1.6037e+00,\n",
" -1.7195e-01, 2.0714e+01],\n",
" [ 1.5396e+01, 4.9380e+00, -2.6650e+01, ..., 1.7964e+00,\n",
" -6.2214e+00, 1.9835e+01],\n",
" ...,\n",
" [ 1.4164e+01, 1.2116e+01, -2.3797e+01, ..., 2.1662e+00,\n",
" -5.7997e+00, 2.0258e+01],\n",
" [ 1.5376e+01, 1.1708e+01, -2.5918e+01, ..., 6.5039e+00,\n",
" -4.3234e+00, 2.0031e+01],\n",
" [ 1.2670e+01, 1.0200e+01, -2.3810e+01, ..., -3.0793e+00,\n",
" 1.0079e+00, 1.7555e+01]],\n",
"\n",
" ...,\n",
"\n",
" [[-4.0319e+00, 3.3951e+00, -3.5279e+00, ..., -1.2373e+01,\n",
" 5.8477e-01, -5.4468e+00],\n",
" [-1.5826e+00, -1.9279e+00, -6.7783e+00, ..., -9.2938e+00,\n",
" -1.4530e+00, -9.5344e+00],\n",
" [ 3.0205e+00, -9.9106e-01, -5.2710e+00, ..., -1.1418e+01,\n",
" 2.7862e+00, -1.1232e+01],\n",
" ...,\n",
" [-5.5755e+00, 1.2736e+00, -3.8802e+00, ..., -9.8107e+00,\n",
" 2.5417e+00, -1.2885e+01],\n",
" [-7.0847e+00, 2.8949e-01, -2.2176e+00, ..., -1.2325e+01,\n",
" -3.2644e-01, -1.1729e+01],\n",
" [-5.4801e+00, 3.0867e-03, -3.7577e+00, ..., -1.0834e+01,\n",
" -1.1039e+00, -8.5183e+00]],\n",
"\n",
" [[ 5.0262e+00, 2.5015e+01, 2.3301e+00, ..., -1.0256e+01,\n",
" -1.5770e+01, -8.5074e+00],\n",
" [ 5.6137e+00, 2.7002e+01, 1.7815e+00, ..., -1.1795e+01,\n",
" -1.5034e+01, -8.1325e+00],\n",
" [ 4.4329e+00, 3.0059e+01, -3.1896e-02, ..., -9.3139e+00,\n",
" -1.5197e+01, -1.0684e+01],\n",
" ...,\n",
" [ 1.5854e+00, 2.4988e+01, 2.0810e-01, ..., -7.9619e+00,\n",
" -1.5654e+01, -1.1982e+01],\n",
" [ 4.4916e+00, 2.1258e+01, -2.7170e+00, ..., -4.7681e+00,\n",
" -1.0796e+01, -1.0308e+01],\n",
" [ 5.1016e+00, 2.2746e+01, -7.1342e-01, ..., -1.0935e+01,\n",
" -1.6471e+01, -7.0795e+00]],\n",
"\n",
" [[ 2.6748e+00, 9.0370e+00, -2.1874e+01, ..., -7.1693e+00,\n",
" 3.9416e+00, 2.2971e+00],\n",
" [ 1.8444e+00, 8.0462e+00, -1.4604e+01, ..., -2.1206e+00,\n",
" 4.2358e+00, 2.6681e+00],\n",
" [ 3.2843e+00, 1.0875e+01, -1.8120e+01, ..., -8.0927e+00,\n",
" 6.1212e+00, 1.0974e+00],\n",
" ...,\n",
" [ 3.5682e+00, 6.9857e+00, -2.3177e+01, ..., -3.4228e+00,\n",
" 3.6697e+00, -3.3420e+00],\n",
" [ 3.8006e+00, 9.4911e+00, -2.0538e+01, ..., -6.3566e+00,\n",
" 3.7814e+00, -4.1517e+00],\n",
" [ 8.3118e+00, 1.1948e+01, -2.0253e+01, ..., -6.9709e+00,\n",
" 4.2122e+00, 6.0452e+00]]]], grad_fn=<PermuteBackward0>), tensor([[[[-8.4268e-01, 4.2620e-01, -6.8816e-02, ..., 2.2159e-01,\n",
" -1.9032e-01, 2.0963e-01],\n",
" [-2.9148e+00, 5.3345e+00, 1.7352e+00, ..., -3.1129e+00,\n",
" 2.3298e+00, 9.6529e-01],\n",
" [-2.9956e+00, 2.7107e+00, 5.7520e+00, ..., -1.2630e-01,\n",
" -1.1147e+00, 2.6521e+00],\n",
" ...,\n",
" [-5.3586e-01, 2.2983e+00, 2.3740e+00, ..., 3.6836e+00,\n",
" 8.5276e-01, -1.3017e+00],\n",
" [-1.4334e+00, 3.9413e-01, 5.4054e+00, ..., 3.5063e+00,\n",
" 2.3198e+00, -9.3888e-01],\n",
" [ 3.0526e-01, -1.3489e-01, 4.7776e+00, ..., 1.2474e+00,\n",
" 9.4768e-01, -4.1433e-01]],\n",
"\n",
" [[ 1.1374e-02, -9.9668e-02, -2.2954e-01, ..., -3.6516e-02,\n",
" 2.3718e-01, 1.2158e-01],\n",
" [-1.0295e+00, -1.1923e+00, -3.1084e+00, ..., 1.3803e+00,\n",
" 1.0441e+00, -2.1502e-01],\n",
" [ 2.2891e+00, -2.4365e+00, -1.2585e+00, ..., 8.7150e-01,\n",
" -1.9682e-01, 2.0903e+00],\n",
" ...,\n",
" [-1.5663e-01, -1.5467e-03, -3.5396e+00, ..., -2.4771e-01,\n",
" -3.6318e+00, 9.3013e-01],\n",
" [ 1.2628e+00, 4.0666e-01, -4.2678e+00, ..., -4.8706e+00,\n",
" -7.0608e-01, 3.4331e+00],\n",
" [ 1.3511e+00, -5.6740e-01, 1.4785e-01, ..., -7.7230e-01,\n",
" -5.3806e-01, 7.1583e-01]],\n",
"\n",
" [[-2.8744e-01, -6.4407e-01, -7.8346e-01, ..., -4.0164e-01,\n",
" 5.2186e-01, -3.0997e-01],\n",
" [ 1.0396e+00, 1.4809e+00, -8.4221e-01, ..., -3.6220e-01,\n",
" -1.0675e+00, 9.1206e-01],\n",
" [ 1.9727e-01, 1.9477e+00, -6.1518e-01, ..., -2.1301e+00,\n",
" -1.6171e+00, 2.8114e-02],\n",
" ...,\n",
" [-7.3732e-01, 2.6533e+00, 3.0481e+00, ..., 4.2790e-01,\n",
" 1.3240e-01, -7.7801e-01],\n",
" [-2.3677e+00, 4.6487e+00, -1.1310e+00, ..., 5.1946e-01,\n",
" -2.1381e+00, 1.6230e+00],\n",
" [-2.9277e-01, 8.6428e-01, 3.3322e-01, ..., -2.0220e+00,\n",
" -6.8800e-01, -1.3151e-01]],\n",
"\n",
" ...,\n",
"\n",
" [[ 3.8431e-01, 3.7837e-01, -1.7617e-01, ..., -4.0286e-01,\n",
" 4.8573e-01, -1.6536e-01],\n",
" [-2.9669e+00, -2.5899e+00, -8.8169e-01, ..., 1.6289e+00,\n",
" -1.6090e+00, -5.4510e-03],\n",
" [-4.2336e+00, 7.8515e+00, -4.7718e-01, ..., 2.9112e+00,\n",
" -3.8261e-01, 5.5267e+00],\n",
" ...,\n",
" [ 4.9890e+00, 1.1187e+00, 1.4291e+00, ..., 8.3319e-01,\n",
" 4.9939e-01, -5.4311e-01],\n",
" [ 3.9839e+00, -2.9872e+00, -2.0151e+00, ..., -5.9413e-01,\n",
" 3.2859e-01, -1.8153e+00],\n",
" [ 2.4569e-01, 4.8333e-01, -2.8118e+00, ..., -4.0400e-01,\n",
" -2.2075e+00, 4.4933e-01]],\n",
"\n",
" [[-3.9773e-02, -5.8437e-02, 1.2467e-01, ..., 1.0426e-01,\n",
" -2.1099e-01, -3.2745e-01],\n",
" [-2.8980e-01, -3.3738e+00, 1.4407e+00, ..., -1.5588e+00,\n",
" -2.2510e+00, 1.2265e-01],\n",
" [-8.8747e-01, -1.1317e+00, -3.2679e+00, ..., 7.6274e-01,\n",
" 2.5946e+00, -3.3163e-01],\n",
" ...,\n",
" [-3.0442e-01, -1.0442e+00, 1.2881e+00, ..., -2.9471e+00,\n",
" -5.0741e-01, -2.1632e+00],\n",
" [-3.9251e-01, -4.2625e+00, -1.5467e+00, ..., -5.1943e-01,\n",
" 3.0051e+00, 1.4916e+00],\n",
" [-2.1358e-02, -1.8629e+00, 1.5157e-01, ..., 1.3131e+00,\n",
" -9.0624e-02, -3.9956e-02]],\n",
"\n",
" [[-2.0997e-01, -7.9870e-01, -5.5790e-02, ..., 5.6107e-01,\n",
" -1.9345e-02, 8.5994e-01],\n",
" [ 1.4336e+00, 1.2384e+00, 4.0190e+00, ..., 2.0227e-01,\n",
" -2.7452e+00, 2.7907e+00],\n",
" [-5.1156e-01, 1.2318e+00, -6.6857e-01, ..., 1.5706e+00,\n",
" 2.6884e+00, -5.0873e-01],\n",
" ...,\n",
" [-5.6888e-01, -2.2707e-01, 2.5044e-01, ..., -4.3639e+00,\n",
" 2.2854e+00, -1.3717e+00],\n",
" [ 1.9855e+00, 2.5487e+00, -9.2776e-01, ..., -2.6843e+00,\n",
" 2.5196e+00, -1.7203e+00],\n",
" [ 1.8951e+00, 1.2517e-01, 2.2420e-01, ..., -1.8320e+00,\n",
" -1.1783e+00, 2.6306e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 21.5166, 0.6679, 4.9026, ..., 6.0183, 5.1324, -19.5242],\n",
" [ 9.4749, -0.2962, 3.4061, ..., 5.1398, 4.0632, -6.7271],\n",
" [ 7.6378, 4.2084, 4.3700, ..., 6.0626, 4.7864, -2.6902],\n",
" ...,\n",
" [ 11.6000, -0.4050, 2.7250, ..., 2.0776, 4.8645, 9.3337],\n",
" [ 11.9694, -3.7916, 4.8155, ..., 5.6452, 4.0721, 8.3359],\n",
" [ 13.2795, -2.1129, 6.0385, ..., 2.4800, 4.0453, -13.7069]],\n",
"\n",
" [[-19.1869, 11.1916, -21.1048, ..., 21.3582, 14.9498, -6.5903],\n",
" [-22.3657, 9.9903, -19.9597, ..., 22.8284, 13.9579, -8.8904],\n",
" [-19.0004, 5.6811, -16.9471, ..., 21.5149, 13.9694, -10.2407],\n",
" ...,\n",
" [-21.4281, 11.5699, -19.9164, ..., 22.3839, 12.6329, -6.5513],\n",
" [-13.3720, 8.6072, -21.5140, ..., 25.8189, 9.6367, -8.9850],\n",
" [-19.1604, 10.0199, -23.2904, ..., 18.9596, 14.7799, -10.2485]],\n",
"\n",
" [[ 15.1001, -15.7583, 10.5539, ..., -26.9710, 12.1094, -20.2552],\n",
" [ 12.5105, -20.2144, 9.3080, ..., -29.7246, 10.7748, -19.8929],\n",
" [ 20.7182, -14.2744, 7.4074, ..., -27.4922, 15.1974, -17.9791],\n",
" ...,\n",
" [ 20.3031, -15.8413, 4.2180, ..., -23.2366, 14.3741, -18.5316],\n",
" [ 15.3314, -15.0663, 10.7530, ..., -20.4310, 12.9112, -19.2129],\n",
" [ 19.1120, -13.6093, 8.2994, ..., -25.0791, 12.7623, -16.0522]],\n",
"\n",
" ...,\n",
"\n",
" [[ -5.8936, 5.0202, -13.9282, ..., -6.8868, -1.0059, 2.2377],\n",
" [ -4.8615, 4.1269, -15.7004, ..., -5.4671, 0.5423, 2.3317],\n",
" [ -5.4096, 3.1735, -16.9114, ..., -2.7593, -1.0914, 3.0517],\n",
" ...,\n",
" [ -3.1646, 2.5543, -9.4975, ..., -6.5745, -1.9681, 3.0923],\n",
" [ -5.1475, 5.7257, -15.2462, ..., -5.7601, -2.0282, 5.3002],\n",
" [ -4.0017, 2.9363, -9.8217, ..., -5.6984, -2.5640, 7.2528]],\n",
"\n",
" [[ 2.6086, -7.9421, -8.9247, ..., 14.2592, 25.5550, 20.0944],\n",
" [ 1.4091, -6.1976, -12.0692, ..., 16.7657, 26.2263, 20.1646],\n",
" [ 2.1428, -7.7480, -8.8113, ..., 17.5435, 29.3376, 15.7278],\n",
" ...,\n",
" [ 1.4830, -7.7627, -11.2822, ..., 17.9828, 22.0282, 34.2479],\n",
" [ -1.5888, -11.6974, -10.1387, ..., 18.9735, 24.1257, 26.3834],\n",
" [ 0.3095, -7.8782, -7.0424, ..., 15.8656, 26.2440, 17.0369]],\n",
"\n",
" [[-13.3224, -5.9801, 5.2131, ..., 2.6590, -4.7428, 4.6921],\n",
" [-14.5464, -5.9332, 1.0315, ..., 2.5500, -4.5454, 7.6600],\n",
" [-12.3235, -9.7817, 6.0833, ..., 3.0464, -2.9652, 6.3420],\n",
" ...,\n",
" [-12.7647, -7.3261, 6.1833, ..., 1.7488, -3.5686, 3.6960],\n",
" [-12.0305, -4.4200, 6.9288, ..., 3.4453, -4.2430, 4.6216],\n",
" [-12.8806, -7.4771, 3.9316, ..., 2.8887, -4.4193, 5.5507]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[ 2.4521e-01, 3.6585e-01, -4.7342e-01, ..., -2.7236e-01,\n",
" 2.7518e-02, 1.3182e-01],\n",
" [ 9.2713e-01, -3.5346e-01, 8.4363e-01, ..., 2.5654e+00,\n",
" 6.0331e+00, 2.1888e+00],\n",
" [ 4.5300e+00, 4.6449e-01, -2.0660e+00, ..., 1.1560e+00,\n",
" -2.6482e+00, 3.6079e-01],\n",
" ...,\n",
" [ 4.8248e+00, 7.3458e-01, -4.4190e+00, ..., 2.5777e+00,\n",
" 7.0499e-01, 1.9578e+00],\n",
" [ 1.6728e+00, 2.9458e+00, 1.0171e+00, ..., -3.5080e-01,\n",
" -2.7473e+00, 5.0618e+00],\n",
" [-9.3203e-01, -4.1992e-01, -1.3238e+00, ..., -2.4339e-01,\n",
" -9.1355e-01, 1.0117e+00]],\n",
"\n",
" [[ 1.3279e-01, -5.3209e-01, -4.1472e-01, ..., -5.1003e-01,\n",
" -3.6168e-01, 1.4312e-02],\n",
" [-5.5307e-01, -2.1388e+00, 4.3446e+00, ..., -8.6073e+00,\n",
" 7.9326e-01, 1.9604e+00],\n",
" [-1.4095e+00, -5.0186e-01, 1.8352e+00, ..., 7.9127e-01,\n",
" 2.0017e+00, 2.0719e+00],\n",
" ...,\n",
" [ 1.3471e+00, 2.0170e+00, 1.5812e+00, ..., 8.9450e-02,\n",
" -4.4474e+00, 3.6302e+00],\n",
" [-1.7828e+00, 7.8257e-03, 3.8347e+00, ..., -3.5691e+00,\n",
" -7.4393e+00, -3.5966e-01],\n",
" [-3.0825e-01, -5.7599e-01, -4.2808e-01, ..., 7.8515e-02,\n",
" 7.1210e-01, -1.2467e+00]],\n",
"\n",
" [[-5.7052e-01, 2.2756e-01, -1.3328e-01, ..., -4.3406e-02,\n",
" -3.6103e-01, -1.0607e-01],\n",
" [-7.0831e+00, 2.4051e+00, -4.3696e+00, ..., -5.4638e-01,\n",
" -1.8588e+00, -5.1185e-01],\n",
" [ 2.2331e+00, 3.0181e+00, -3.3349e+00, ..., 2.8858e+00,\n",
" -4.2162e-01, -1.7139e+00],\n",
" ...,\n",
" [-1.6367e+00, 3.3559e+00, -4.6415e+00, ..., -1.6724e+00,\n",
" -2.7825e+00, -2.9536e+00],\n",
" [ 5.9887e-01, 4.0525e+00, -7.2217e-01, ..., -4.8127e+00,\n",
" -2.6117e+00, -1.1948e+00],\n",
" [-1.4570e+00, 2.4528e-01, 8.6690e-01, ..., -7.7592e-01,\n",
" -1.1797e+00, -1.9592e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[-2.0115e-01, -3.8509e-01, 1.6128e-01, ..., -1.3057e-01,\n",
" 3.5371e-01, -4.7322e-02],\n",
" [-9.9670e-01, -3.5640e-01, 5.6008e-01, ..., 2.8072e+00,\n",
" 3.0179e-01, 7.1765e-01],\n",
" [-1.2085e+00, 1.1533e+00, -1.5216e+00, ..., -8.4445e-01,\n",
" 1.1464e+00, -2.4470e-01],\n",
" ...,\n",
" [ 2.0175e+00, 2.3884e+00, 1.9707e+00, ..., 4.6857e+00,\n",
" 3.5113e+00, 1.3449e+00],\n",
" [-2.8777e+00, -2.4795e-01, -2.6622e-01, ..., 2.6577e+00,\n",
" -1.2488e+00, 2.0749e+00],\n",
" [ 9.6590e-01, -2.0245e+00, 1.4257e+00, ..., -1.0861e-01,\n",
" 1.9298e+00, 4.1398e-01]],\n",
"\n",
" [[ 5.6654e-01, 3.3216e-01, -3.5000e-01, ..., 1.0123e-01,\n",
" 8.9848e-01, -4.3420e-01],\n",
" [-2.1966e-01, 3.4639e-01, -6.4485e+00, ..., -6.0785e+00,\n",
" -4.7191e+00, 6.4125e+00],\n",
" [ 1.9387e+00, -1.9392e+00, -3.7487e+00, ..., -2.7705e+00,\n",
" 1.3932e+00, -1.1732e+00],\n",
" ...,\n",
" [-8.2937e-01, -1.2574e-01, -1.9802e+00, ..., -7.3424e+00,\n",
" 2.1480e+00, -9.8881e-01],\n",
" [-1.1811e+00, -3.7829e-01, -5.6299e+00, ..., -7.0484e-01,\n",
" -2.7872e+00, -2.0213e+00],\n",
" [-1.2853e+00, 7.5061e-01, -1.1289e+00, ..., -2.5805e-01,\n",
" -5.2176e-01, 3.0832e+00]],\n",
"\n",
" [[ 8.5860e-01, 1.1709e+00, 8.1282e+00, ..., -1.2803e-01,\n",
" 1.2385e-01, -4.6131e-01],\n",
" [-1.1741e-01, -2.8421e+00, 1.0618e+01, ..., -7.5328e-01,\n",
" 1.9940e+00, 1.9931e+00],\n",
" [ 5.0635e+00, -9.5162e-01, 1.1004e+01, ..., -1.3670e+00,\n",
" -1.5242e+00, 6.1208e+00],\n",
" ...,\n",
" [ 3.2667e+00, 1.5414e-01, 9.0942e+00, ..., 7.2851e-01,\n",
" -2.3189e+00, -4.6146e-01],\n",
" [-6.6149e+00, -2.5867e+00, 8.4836e+00, ..., -1.4694e+00,\n",
" 1.8510e-01, 3.5165e+00],\n",
" [ 1.2764e+00, -2.8828e-01, 8.9998e+00, ..., -1.3363e+00,\n",
" 5.6007e-01, -4.6098e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ -3.6318, -10.2244, -2.6427, ..., 0.2925, 4.8018, 2.8449],\n",
" [ -3.6218, -12.3387, -5.0500, ..., -1.1015, 9.2676, 5.4142],\n",
" [ -4.5887, -14.1446, -4.6065, ..., -3.0366, 7.6445, 10.1703],\n",
" ...,\n",
" [ -7.7246, -8.4633, 0.0964, ..., -6.0706, 8.4423, 2.1913],\n",
" [ -4.9799, -7.0181, -1.9534, ..., -3.8995, 7.1167, -5.9982],\n",
" [ -2.5974, -10.9671, -1.1763, ..., -3.5031, 5.5169, 5.9662]],\n",
"\n",
" [[ 12.7175, 17.9904, 16.0349, ..., -7.3596, 3.4678, 19.2364],\n",
" [ 14.3846, 16.9564, 17.3282, ..., -5.4253, 7.1776, 17.5583],\n",
" [ 19.1722, 20.7881, 16.5172, ..., -9.2014, 2.1791, 18.6267],\n",
" ...,\n",
" [ 14.9504, 17.5179, 16.7798, ..., -5.2341, 6.4674, 19.8744],\n",
" [ 16.2613, 17.8497, 14.4241, ..., -9.0621, 2.7731, 19.4183],\n",
" [ 14.3809, 18.7669, 14.7300, ..., -6.0509, 4.8746, 18.9131]],\n",
"\n",
" [[-21.3561, 18.2850, 23.4906, ..., -13.6581, -11.6871, -1.7935],\n",
" [-22.3993, 4.9422, 21.6633, ..., -15.3370, -15.7960, -2.0595],\n",
" [-18.2531, 1.0562, 25.2661, ..., -14.7333, -11.3997, -1.9316],\n",
" ...,\n",
" [-21.8290, 14.7418, 20.5506, ..., -17.8579, -13.6255, -1.0257],\n",
" [-22.9807, 12.7563, 22.5448, ..., -11.5765, -13.8400, 0.7018],\n",
" [-22.7559, 17.0304, 25.4186, ..., -15.2812, -10.3074, 0.5389]],\n",
"\n",
" ...,\n",
"\n",
" [[ 14.3479, -7.4095, 3.3969, ..., -3.5002, -10.5775, -13.3578],\n",
" [ 6.1995, -7.1642, 9.6168, ..., -2.0457, -12.5032, -17.4989],\n",
" [ 12.6705, -3.6282, 4.3732, ..., -1.1740, -6.4643, -12.7493],\n",
" ...,\n",
" [ 16.5833, -8.8377, 1.6568, ..., -3.2966, -9.5465, -14.2689],\n",
" [ 20.6195, -6.2178, 1.5097, ..., 0.8241, -8.2059, -14.0346],\n",
" [ 13.5030, -7.2006, 2.6586, ..., 0.0558, -11.2290, -15.1489]],\n",
"\n",
" [[ 0.8922, 1.4847, 6.0407, ..., 13.3163, -24.7446, -15.9012],\n",
" [ -2.5729, 7.4333, 10.7178, ..., 10.9342, -23.0429, -17.3002],\n",
" [ -0.3433, 3.4595, 5.4661, ..., 16.9929, -24.9356, -15.5897],\n",
" ...,\n",
" [ -3.8641, -1.0191, 2.0727, ..., 18.3564, -28.8141, -18.9127],\n",
" [ -1.8308, -4.0313, 3.7395, ..., 17.6974, -31.2797, -19.0979],\n",
" [ 2.2523, 3.7288, 2.6596, ..., 11.5419, -17.2677, -13.8166]],\n",
"\n",
" [[ -5.7889, 4.5609, -10.3916, ..., 8.9096, 19.1825, 0.2516],\n",
" [ 0.2570, 4.7970, -8.3233, ..., 5.3319, 17.6440, 0.7884],\n",
" [ -3.9698, 3.6916, -13.9000, ..., 7.1152, 19.2185, 0.6636],\n",
" ...,\n",
" [ -4.7420, 1.9272, -10.3812, ..., 1.4080, 15.6062, -0.0667],\n",
" [ -6.5121, 4.2750, -9.7120, ..., 8.3324, 21.7575, -0.2477],\n",
" [ -6.7404, 5.8167, -12.4778, ..., 8.7440, 17.6641, 3.7741]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-1.8397, 0.2822, 0.4833, ..., -1.6736, 0.2878, 0.6787],\n",
" [ 4.3544, -1.5374, -5.7174, ..., 2.2352, 0.9620, -2.8067],\n",
" [ 0.3920, 0.3717, -3.1426, ..., -0.0391, 0.6712, 1.7856],\n",
" ...,\n",
" [ 1.9499, -1.0695, -0.9039, ..., 1.7748, -2.5892, -0.7057],\n",
" [ 1.8112, -1.0193, 1.2952, ..., -1.8000, 0.6209, -0.7563],\n",
" [-1.5655, -1.3147, -0.5331, ..., 0.5550, -1.1671, -0.1885]],\n",
"\n",
" [[ 0.1289, 0.0295, 0.0632, ..., -0.2852, 0.2142, -0.1618],\n",
" [ 2.7088, -3.7834, -0.1357, ..., -2.2734, -1.8643, 1.7303],\n",
" [ 1.2238, -0.6153, 0.6785, ..., 1.4077, -0.5077, 1.6766],\n",
" ...,\n",
" [ 1.7648, -2.4160, -0.1792, ..., 1.8834, -3.8245, -0.5125],\n",
" [-1.5685, 0.8112, -4.1042, ..., 0.9578, -2.1415, 0.7749],\n",
" [ 1.0749, -0.0977, -0.7490, ..., -0.5471, -1.9161, 0.6787]],\n",
"\n",
" [[-0.0442, 0.0716, -0.1040, ..., -0.0890, -0.1356, 0.2333],\n",
" [-2.3869, -1.5405, -0.0485, ..., 6.4406, -3.1387, -1.1129],\n",
" [-2.4138, 5.2978, 5.0153, ..., -7.3897, -4.2150, -2.0535],\n",
" ...,\n",
" [-3.9869, -2.1041, 11.9199, ..., -8.4599, 6.4442, -1.9332],\n",
" [-3.3043, -1.2925, 6.6530, ..., -5.0394, 4.4832, 3.7674],\n",
" [-1.6383, 3.0642, -0.4532, ..., 0.0494, -0.5254, 2.3229]],\n",
"\n",
" ...,\n",
"\n",
" [[-0.1465, 0.1136, -6.8664, ..., -0.2178, -1.2885, 0.1280],\n",
" [-1.3893, 2.4062, -5.0531, ..., -1.9922, 1.9872, 2.9019],\n",
" [-3.5552, -2.2107, -7.4561, ..., -1.6259, -2.8147, 1.6123],\n",
" ...,\n",
" [ 0.6904, -0.5013, -7.8595, ..., -1.6690, 3.1939, 1.6702],\n",
" [-2.2849, -0.6403, -7.7729, ..., -2.2480, -0.0652, -1.0915],\n",
" [ 0.3557, -1.4000, -6.5655, ..., -0.0596, -0.6573, 1.8846]],\n",
"\n",
" [[-0.0355, -0.4560, -0.3973, ..., -0.1230, -0.0158, -0.2989],\n",
" [-0.3444, 0.9438, -0.3027, ..., 1.6353, -0.4266, 0.0422],\n",
" [ 1.4082, 1.2804, -5.1506, ..., -2.4420, 3.6926, -1.9383],\n",
" ...,\n",
" [ 5.3175, 3.4325, -0.3521, ..., 1.4151, -1.0259, 7.2651],\n",
" [ 3.3197, 0.4566, 1.8172, ..., -1.0745, -1.3929, 1.4142],\n",
" [-0.1225, 0.3626, -3.8339, ..., -1.6058, -0.9782, -3.1229]],\n",
"\n",
" [[-0.2617, 0.0222, 0.0487, ..., -0.0870, 0.0275, -0.1544],\n",
" [-0.1331, -4.3375, 0.9412, ..., -2.2306, 3.3183, 3.4773],\n",
" [ 2.3515, 5.4840, -4.9199, ..., 3.4313, 5.6746, -1.4901],\n",
" ...,\n",
" [ 2.5173, 2.1639, 2.6262, ..., -2.5899, -6.0724, 1.4084],\n",
" [-1.4640, -0.0616, -0.4803, ..., -2.4508, -2.7265, 2.7492],\n",
" [ 0.1697, 1.1071, 1.5456, ..., 2.8607, -0.5919, 0.0677]]]],\n",
" grad_fn=<PermuteBackward0>)), (tensor([[[[ -3.0702, -3.1984, -6.0055, ..., -0.9313, -3.1214, -5.6767],\n",
" [ -2.7018, -2.5308, -7.2921, ..., -5.6739, -1.3687, -7.2616],\n",
" [ -3.5733, -3.1420, -5.6372, ..., -5.3997, -2.5742, -10.1651],\n",
" ...,\n",
" [ -0.7669, -3.2645, -8.6184, ..., -4.1675, -5.1536, -6.9504],\n",
" [ 0.2770, -6.6387, -4.3541, ..., -1.8281, -2.0607, -5.4856],\n",
" [ -0.1387, -0.8110, -1.8632, ..., -0.8502, -1.8362, -4.7990]],\n",
"\n",
" [[-10.9066, 2.7341, 5.4997, ..., -8.4491, 1.5082, -10.3389],\n",
" [ -4.8955, 8.2580, 5.8552, ..., -6.6050, 6.9079, -14.1690],\n",
" [-11.3129, 0.0607, 6.8214, ..., -5.9174, 1.7069, -8.3638],\n",
" ...,\n",
" [ -6.9857, 12.8531, 5.7563, ..., -1.8854, 4.6982, -15.0309],\n",
" [ -9.3501, 15.6098, 5.9076, ..., -8.7607, 6.9866, -12.1836],\n",
" [-11.1903, 2.7085, 5.9132, ..., -7.1047, 2.3890, -11.8790]],\n",
"\n",
" [[ -4.1545, 13.9828, 23.4132, ..., -5.2820, 21.1790, -19.5755],\n",
" [ -3.8713, 12.9682, 18.3500, ..., -3.0281, 22.1122, -16.3370],\n",
" [ 2.8308, 20.4799, 22.7145, ..., -2.8919, 22.5789, -18.2019],\n",
" ...,\n",
" [ 2.1132, 13.7219, 28.7199, ..., -0.4935, 22.8194, -22.7548],\n",
" [ -3.1439, 15.0224, 21.8978, ..., -2.1425, 21.4973, -22.4288],\n",
" [ -5.4064, 16.1620, 22.3783, ..., -4.6288, 18.9513, -18.7071]],\n",
"\n",
" ...,\n",
"\n",
" [[ -8.5770, -3.1186, 9.2739, ..., -2.6661, -0.2032, 0.3123],\n",
" [ -7.5037, 1.0607, 1.8750, ..., 0.7765, -1.6094, 6.9263],\n",
" [ -6.2371, -5.2235, 5.0360, ..., -1.8993, -3.5037, 5.0886],\n",
" ...,\n",
" [ -9.1266, -0.0398, 4.9963, ..., 4.8061, 0.2415, 0.4773],\n",
" [ -5.9472, -2.4132, 4.1236, ..., 7.8769, 1.6526, -2.3092],\n",
" [ -4.3365, -2.8946, 3.6205, ..., -2.1374, -2.7740, 3.6386]],\n",
"\n",
" [[-13.3152, -6.4709, -9.4736, ..., 16.4300, -2.6697, 8.2947],\n",
" [ -6.8513, -3.3695, -10.6935, ..., 19.4025, 1.9066, 12.7917],\n",
" [-14.6315, -6.5177, -16.7086, ..., 22.5502, 0.0690, 13.4514],\n",
" ...,\n",
" [-11.2630, -9.6576, -11.9461, ..., 23.4310, 5.4351, 11.1409],\n",
" [-11.1083, -9.2689, -11.9589, ..., 20.9146, 5.8601, 8.4343],\n",
" [-11.4564, -5.4594, -10.5898, ..., 18.9458, -0.5136, 9.9725]],\n",
"\n",
" [[ -0.8763, 19.6254, -12.1637, ..., 9.2686, 4.4774, -16.8487],\n",
" [ 1.9013, 17.4846, -10.0533, ..., 11.7498, 13.7701, -15.0688],\n",
" [ -2.2835, 23.9889, -9.4048, ..., 16.1423, 7.5831, -16.8465],\n",
" ...,\n",
" [ 1.6085, 21.1908, -14.6202, ..., 9.7489, 3.8163, -18.0277],\n",
" [ 4.0784, 22.7492, -9.3660, ..., 7.7803, 3.5168, -21.6441],\n",
" [ 0.3820, 18.6746, -12.0219, ..., 9.7914, 6.3214, -15.5365]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[ -0.5448, 0.5263, 0.4143, ..., 0.0576, -0.1686, -0.1135],\n",
" [ 1.3394, -1.1647, -2.0410, ..., 3.7854, 4.2546, 0.3394],\n",
" [ 4.7844, -1.4268, 1.4751, ..., -2.3817, -0.5842, 1.6022],\n",
" ...,\n",
" [ 4.9492, 0.1441, -4.6268, ..., -1.2986, 1.3949, -2.3176],\n",
" [ 2.5187, -1.2615, 1.3237, ..., -1.5457, 4.5253, -0.8628],\n",
" [ -0.2084, -2.8551, -0.9177, ..., 0.9850, -1.2947, 0.3277]],\n",
"\n",
" [[ -0.2714, 0.2106, -0.2709, ..., 0.3048, 0.0373, 1.5741],\n",
" [ 0.3289, -1.1503, -0.0523, ..., 0.2584, 2.8750, 0.2992],\n",
" [ -1.7083, -6.8693, 2.0819, ..., -4.9082, -1.9919, 1.3111],\n",
" ...,\n",
" [ -5.6788, -0.3671, 2.3126, ..., -3.0120, -3.4447, -9.4788],\n",
" [ -1.1575, 2.1241, -1.2821, ..., -1.3182, -2.0497, -4.3694],\n",
" [ 1.1830, -0.7049, 0.0661, ..., -0.3619, -0.2305, 1.9865]],\n",
"\n",
" [[ -0.0375, -0.0986, -0.1841, ..., 0.3869, 0.1209, 0.1931],\n",
" [ 0.8820, -2.8108, -2.0045, ..., -3.6610, -1.9755, -3.6674],\n",
" [ -4.0988, -11.5181, 5.3532, ..., 1.9173, -3.5040, 0.4586],\n",
" ...,\n",
" [ -0.4076, -9.5653, -0.3271, ..., -1.4048, 1.8451, 5.1658],\n",
" [ -2.3243, -4.9538, -0.8020, ..., -1.1702, -2.6772, -7.6328],\n",
" [ -3.4275, 0.0731, 0.8960, ..., -0.0586, -0.3695, -0.0483]],\n",
"\n",
" ...,\n",
"\n",
" [[ -0.1883, 0.3481, -0.0903, ..., 0.6649, 0.4209, -0.5330],\n",
" [ 1.3665, 1.1903, 1.4992, ..., 2.0582, -1.2170, 3.4644],\n",
" [ 4.6978, -4.0732, -2.0787, ..., 0.4407, -0.2796, 0.3577],\n",
" ...,\n",
" [ 0.0500, -0.7282, -2.0611, ..., -0.4292, 0.9867, 0.1374],\n",
" [ -2.0722, -1.2150, -0.0898, ..., 1.1253, 0.3312, -1.4807],\n",
" [ 3.7251, -1.9341, 0.1436, ..., 1.2655, 0.9739, 1.2437]],\n",
"\n",
" [[ -0.1890, -0.3860, -0.3105, ..., -0.1980, -0.3410, -0.0537],\n",
" [ 2.1276, -0.9327, -0.4282, ..., -3.8286, -0.1940, -1.4725],\n",
" [ -1.3666, -0.1667, 4.4869, ..., -3.9594, 6.9009, -4.5398],\n",
" ...,\n",
" [ 3.1984, -2.9654, 2.7154, ..., 0.0543, -1.8077, 0.5964],\n",
" [ -0.9847, 6.0811, -0.9402, ..., 1.1740, -0.7950, 1.8728],\n",
" [ -0.6036, -1.2852, 0.3019, ..., 0.0462, 0.9900, -0.8453]],\n",
"\n",
" [[ -0.0420, 0.1263, -0.2171, ..., 0.0440, -0.1397, -0.0624],\n",
" [ -1.9999, -3.7741, -0.1968, ..., -1.0106, -4.1249, -1.8929],\n",
" [ 0.0516, -2.1559, 2.4599, ..., -2.3489, 0.1553, -5.7780],\n",
" ...,\n",
" [ 2.2001, -0.5979, -2.3096, ..., 3.3572, -1.3489, 2.1834],\n",
" [ 1.4228, -0.8715, -1.0450, ..., 2.0356, 1.4685, -1.7234],\n",
" [ 3.2859, 1.6632, -0.9149, ..., -0.1218, 1.3370, 0.0536]]]],\n",
" grad_fn=<PermuteBackward0>)), (tensor([[[[ -3.1482, -2.3670, 2.7517, ..., 3.2222, -0.4080, -5.3737],\n",
" [ 0.1883, 1.7253, 0.4996, ..., -1.6117, -4.3671, -5.4684],\n",
" [ -2.1187, 0.4347, 4.8222, ..., -4.8028, -6.4222, -6.3040],\n",
" ...,\n",
" [ 5.0925, -4.1161, 0.6414, ..., 1.5220, -3.6420, -4.3697],\n",
" [ 2.5704, -1.9785, 1.9182, ..., -0.7207, 0.2806, -8.0721],\n",
" [ -0.9855, -2.7605, 3.0045, ..., -2.0432, -3.1591, -5.8118]],\n",
"\n",
" [[-12.8948, 20.6535, 12.2909, ..., 13.8290, -22.9952, -7.4412],\n",
" [ -7.5892, 19.0306, 13.9575, ..., 8.8802, -24.0186, -3.5018],\n",
" [-14.9367, 18.2482, 18.5245, ..., 8.5029, -27.2841, -10.0588],\n",
" ...,\n",
" [-14.6981, 21.9697, 9.4325, ..., 9.2173, -21.8682, -6.1441],\n",
" [-13.1266, 24.1538, 13.7525, ..., 14.9750, -24.5844, -5.8195],\n",
" [-10.1512, 19.2194, 9.1412, ..., 7.3391, -19.9809, -11.4029]],\n",
"\n",
" [[ 21.5520, 26.4341, 16.6266, ..., 21.5159, 9.0376, 18.5093],\n",
" [ 22.8981, 25.2326, 17.6030, ..., 26.0494, 4.8373, 16.6671],\n",
" [ 24.0935, 20.9424, 19.5143, ..., 23.3827, 8.6562, 19.9359],\n",
" ...,\n",
" [ 21.3307, 25.1765, 21.1332, ..., 23.6930, 3.5282, 19.9877],\n",
" [ 23.5540, 28.8496, 15.0039, ..., 24.7887, 4.2447, 18.1367],\n",
" [ 22.2834, 25.1300, 14.5364, ..., 27.3984, 3.2724, 17.5337]],\n",
"\n",
" ...,\n",
"\n",
" [[ -5.9998, -2.4771, -0.7063, ..., 1.1985, -11.0252, -8.1977],\n",
" [ -5.6722, -8.2043, -3.4610, ..., 4.4942, -9.3004, -6.2594],\n",
" [ -6.9432, -3.9155, -1.3596, ..., 5.2490, -9.0840, -0.2237],\n",
" ...,\n",
" [ -3.6161, -5.3746, 0.5717, ..., 0.3661, -12.1880, -1.7445],\n",
" [ -5.8615, -2.8622, -5.8762, ..., 5.1742, -8.9610, -2.6544],\n",
" [ -6.1970, -5.7136, -1.2365, ..., 1.5082, -11.3305, -5.7022]],\n",
"\n",
" [[ 1.8326, -3.7243, 24.0926, ..., -15.8730, 18.7151, 20.5445],\n",
" [ 1.2037, -2.6538, 26.0688, ..., -17.0206, 12.4719, 19.4699],\n",
" [ 1.8435, 0.0837, 27.2385, ..., -14.4949, 13.8610, 21.3453],\n",
" ...,\n",
" [ 3.7347, 0.6435, 21.2554, ..., -23.2315, -5.7510, 15.8689],\n",
" [ 8.7988, 1.7426, 22.0111, ..., -18.8978, -5.4551, 17.6590],\n",
" [ 3.1505, 1.1310, 22.0383, ..., -19.7056, 10.0039, 15.0265]],\n",
"\n",
" [[ -6.0118, 10.7135, -5.4583, ..., 1.4884, -10.8758, 0.2201],\n",
" [ -5.2515, 9.8226, -5.8017, ..., 1.7064, -17.6498, 0.3529],\n",
" [ -6.5117, 8.4396, -3.3886, ..., 2.2474, -14.5219, 2.4555],\n",
" ...,\n",
" [ -5.6484, 11.1986, -3.3188, ..., 6.1207, -13.9615, -1.1310],\n",
" [ -4.9632, 8.3572, -4.3784, ..., 4.0956, -11.9279, 0.8227],\n",
" [ -3.8581, 8.9493, -6.0206, ..., 7.7284, -14.1611, 2.5728]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-8.3789e-01, -5.8929e-01, -2.7275e-01, ..., -3.5680e-01,\n",
" 5.6165e-01, -1.8503e-01],\n",
" [-1.8763e+00, -3.5117e+00, 2.9682e+00, ..., -1.0185e+00,\n",
" -8.4415e-01, 1.9295e+00],\n",
" [ 3.4262e+00, -2.2526e+00, 2.9004e-01, ..., 3.6464e+00,\n",
" 3.9783e+00, -3.0387e+00],\n",
" ...,\n",
" [ 3.4277e-01, -4.0247e-01, -5.2088e+00, ..., -2.1798e+00,\n",
" -2.9958e+00, 4.9812e+00],\n",
" [-3.4761e+00, 4.1649e-01, -3.8221e+00, ..., -1.7695e+00,\n",
" -1.4217e+00, 2.6129e+00],\n",
" [ 1.1665e+00, -3.4059e+00, 9.8371e-01, ..., 1.1953e-01,\n",
" 5.3050e-01, -9.9283e-01]],\n",
"\n",
" [[ 1.0505e-01, 8.8917e-03, -8.9683e-02, ..., -2.4675e-01,\n",
" 1.7346e-01, -2.3987e-01],\n",
" [-2.6638e+00, -1.4169e+00, -2.4652e+00, ..., -1.2043e+00,\n",
" -6.9461e-01, -3.0109e+00],\n",
" [ 1.0072e+00, 7.8287e+00, 3.9350e+00, ..., 1.1956e-02,\n",
" -6.2357e+00, 1.6874e-01],\n",
" ...,\n",
" [ 1.0905e+00, 5.5003e+00, 3.5701e+00, ..., 3.5568e+00,\n",
" 8.0015e-02, -3.2886e+00],\n",
" [ 5.4226e-01, 1.6153e+00, 4.0122e-01, ..., 1.7808e-01,\n",
" 1.3601e+00, -1.0643e+00],\n",
" [-3.4542e-01, -4.0418e-01, -6.7866e-01, ..., -1.1726e+00,\n",
" 1.7322e+00, -5.7459e-01]],\n",
"\n",
" [[-1.2815e-01, 3.8147e-02, -1.3602e-01, ..., 1.6394e-01,\n",
" 6.3320e-01, 3.9266e-02],\n",
" [ 2.6929e-01, 5.8169e+00, -2.2443e-01, ..., -1.4827e+00,\n",
" 3.8268e+00, -4.6855e+00],\n",
" [-4.4749e-02, -1.5575e+00, -6.4226e+00, ..., -2.5078e-01,\n",
" 3.1091e+00, -3.7690e+00],\n",
" ...,\n",
" [-6.4791e-01, -3.7477e+00, -7.6193e+00, ..., -1.1693e+00,\n",
" 2.9548e+00, -2.3355e+00],\n",
" [-2.2142e+00, 1.3487e+00, -2.3460e-01, ..., 4.6755e+00,\n",
" 5.8893e-01, -1.5297e+00],\n",
" [ 7.4709e-01, 3.0504e-01, -1.2445e+00, ..., 2.9908e-01,\n",
" -2.7543e-01, -2.5261e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 6.9984e-01, 3.7775e-01, -8.8449e-01, ..., -4.1080e-02,\n",
" -7.5210e-01, 1.9311e+01],\n",
" [-2.0151e+00, -3.3906e-01, -3.6740e+00, ..., -9.6549e-01,\n",
" 1.6086e-01, 1.4197e+01],\n",
" [ 2.1362e+00, 3.5180e+00, -3.4131e+00, ..., -6.5905e-01,\n",
" 3.7932e+00, 1.6302e+01],\n",
" ...,\n",
" [ 8.8766e-02, 1.1942e-01, -6.5549e-01, ..., 2.4921e+00,\n",
" -9.4684e-01, 1.8239e+01],\n",
" [ 2.7798e+00, -3.0768e+00, 4.2608e+00, ..., -7.2186e-01,\n",
" -7.0614e-01, 1.8552e+01],\n",
" [-2.3377e-01, 4.1820e-01, -9.7542e-01, ..., 7.2570e-01,\n",
" 9.3530e-01, 1.5765e+01]],\n",
"\n",
" [[-3.7715e-01, 1.1114e-01, -1.9508e-01, ..., 1.8502e-01,\n",
" -2.0174e-01, 1.6480e-01],\n",
" [-2.0799e+00, -1.9662e+00, 1.4502e+00, ..., 1.0088e-01,\n",
" -1.6946e+00, -4.9177e-01],\n",
" [ 5.7232e+00, 7.3609e-01, 1.1788e+00, ..., 6.3804e+00,\n",
" 1.9363e-01, -4.6620e-01],\n",
" ...,\n",
" [ 2.7053e+00, -9.5578e-01, 3.4129e+00, ..., 3.4645e+00,\n",
" 1.8157e+00, 1.8785e+00],\n",
" [ 4.8498e-01, -2.7955e+00, -1.1010e+00, ..., -2.3361e+00,\n",
" 1.1773e+00, 2.3725e+00],\n",
" [ 8.3789e-02, 5.5528e-01, 1.7801e+00, ..., -2.2318e-01,\n",
" -2.2715e+00, -2.7609e-01]],\n",
"\n",
" [[-7.7678e-02, -7.4398e-02, -4.8402e-02, ..., 3.1796e-01,\n",
" -1.2314e-01, -1.6745e-01],\n",
" [ 4.4013e+00, 2.7249e+00, -5.4018e+00, ..., 1.8485e+00,\n",
" 2.7319e+00, -3.1949e+00],\n",
" [ 5.2687e+00, 1.2572e+00, 1.3572e+00, ..., -1.9647e+00,\n",
" -3.3498e+00, -1.9842e+00],\n",
" ...,\n",
" [ 5.1170e+00, -7.8680e+00, 9.5611e+00, ..., -2.1651e+00,\n",
" -9.0329e+00, -4.8413e+00],\n",
" [-1.6293e+00, -6.5793e-01, 3.7480e+00, ..., 3.2973e+00,\n",
" -5.8306e+00, 2.6125e+00],\n",
" [-7.7871e-01, -7.1815e-01, 9.6022e-02, ..., -1.4350e+00,\n",
" -2.3784e-01, -2.2849e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[-2.2361e+00, -3.3918e+00, -5.0602e+00, ..., -2.8263e+00,\n",
" -1.2878e+00, -6.4604e+00],\n",
" [-3.3681e+00, -2.8135e+00, -7.2399e+00, ..., -4.2021e-01,\n",
" -1.9067e+00, -2.2612e+00],\n",
" [-9.9086e-01, -2.2398e+00, -2.7041e+00, ..., 2.2555e+00,\n",
" -1.8420e+00, -1.0053e+01],\n",
" ...,\n",
" [ 2.1372e+00, -2.8075e+00, -8.2838e+00, ..., 8.8394e-01,\n",
" -5.8129e+00, -9.0871e+00],\n",
" [ 1.3573e+00, -6.5697e+00, -7.9854e+00, ..., -7.9728e-01,\n",
" -5.7513e+00, -3.4927e+00],\n",
" [-1.3460e+00, -4.4320e+00, -5.5028e+00, ..., -2.3480e+00,\n",
" -3.7941e+00, -1.6815e+00]],\n",
"\n",
" [[-5.8956e+00, 3.5876e+00, -3.5633e+00, ..., 3.1787e+00,\n",
" 1.0521e+00, -2.7024e+00],\n",
" [-5.5103e+00, 4.8896e+00, -2.0732e+00, ..., -2.8757e+00,\n",
" -9.5401e-03, -1.5847e+00],\n",
" [-1.0486e+01, 8.4796e+00, -1.1964e+00, ..., 2.0434e+00,\n",
" 1.2940e+00, -5.2038e+00],\n",
" ...,\n",
" [-5.6666e+00, 6.8566e+00, -3.3024e+00, ..., -5.6687e-01,\n",
" 1.4752e+00, -6.1371e+00],\n",
" [-6.3636e+00, 9.3076e+00, -5.1670e+00, ..., 1.9790e+00,\n",
" -4.8556e-01, -1.6052e+00],\n",
" [-7.2940e+00, 3.3939e+00, -1.5349e+00, ..., 1.6825e+00,\n",
" 4.6856e+00, -3.4507e+00]],\n",
"\n",
" [[-8.4274e+00, -1.9577e+01, -1.1561e+01, ..., -1.8419e+01,\n",
" 1.5402e+01, 4.2586e+00],\n",
" [-8.8106e+00, -1.8013e+01, -1.1374e+01, ..., -1.7078e+01,\n",
" 1.6165e+01, 6.9017e+00],\n",
" [-2.5834e+00, -2.1102e+01, -1.2929e+01, ..., -1.7570e+01,\n",
" 1.7819e+01, 2.6579e+00],\n",
" ...,\n",
" [-5.9951e+00, -1.5030e+01, -1.1309e+01, ..., -1.6032e+01,\n",
" 2.1929e+01, -2.0867e+00],\n",
" [-6.8424e+00, -1.6007e+01, -8.5813e+00, ..., -1.7398e+01,\n",
" 1.5684e+01, 2.2577e-01],\n",
" [-9.3825e+00, -1.6013e+01, -1.1132e+01, ..., -1.9729e+01,\n",
" 1.4811e+01, 4.9907e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 5.7887e-01, 1.1280e+01, -2.1793e+00, ..., 1.1975e+01,\n",
" -5.6947e+00, 3.9233e+00],\n",
" [-2.1476e+00, 1.1301e+01, -5.9137e+00, ..., 8.5507e+00,\n",
" -1.0726e+01, 6.5769e+00],\n",
" [-2.9379e+00, 6.4181e+00, -5.0899e-01, ..., 9.0877e+00,\n",
" -8.5994e+00, 4.5520e+00],\n",
" ...,\n",
" [-4.0003e+00, 1.0671e+01, -5.9806e+00, ..., 8.2423e+00,\n",
" -4.9786e+00, 5.6409e+00],\n",
" [-4.2324e+00, 1.1995e+01, 1.7776e-01, ..., 8.0543e+00,\n",
" -6.5491e+00, 1.6302e+00],\n",
" [-1.6668e+00, 1.1461e+01, -4.7386e+00, ..., 7.7610e+00,\n",
" -1.0509e+01, 2.6349e+00]],\n",
"\n",
" [[-8.8449e+00, 1.7698e+01, -1.5714e+01, ..., -8.7827e+00,\n",
" -2.0147e+00, -4.8206e+00],\n",
" [-1.3822e+01, 1.9329e+01, -1.4981e+01, ..., -7.9494e+00,\n",
" -2.2509e+00, -6.2812e+00],\n",
" [-7.8110e+00, 1.2369e+01, -2.1807e+01, ..., -8.9361e+00,\n",
" -6.7972e+00, -2.0109e+00],\n",
" ...,\n",
" [-7.4055e+00, 1.6179e+01, -1.8827e+01, ..., -5.7289e+00,\n",
" -2.2832e+00, -3.4293e+00],\n",
" [-1.2020e+01, 1.4047e+01, -1.8222e+01, ..., -9.8305e+00,\n",
" -1.0951e+00, -5.0713e+00],\n",
" [-1.1507e+01, 1.2903e+01, -1.6376e+01, ..., -9.3440e+00,\n",
" -1.6457e+00, -5.7422e+00]],\n",
"\n",
" [[ 1.0965e+01, 7.6040e+00, -2.9343e+00, ..., 6.3033e+00,\n",
" 9.0613e+00, 1.8489e+01],\n",
" [ 9.2894e+00, 5.4406e+00, -5.4759e+00, ..., 6.3078e+00,\n",
" 7.0844e+00, 1.9411e+01],\n",
" [ 9.7938e+00, 9.8896e+00, -1.9127e+00, ..., 5.7684e+00,\n",
" 8.6885e+00, 1.8925e+01],\n",
" ...,\n",
" [ 1.0010e+01, 1.0777e+01, -9.9968e-02, ..., 6.2372e+00,\n",
" 1.0152e+01, 1.6278e+01],\n",
" [ 9.8761e+00, 9.3350e+00, -1.0814e+00, ..., 7.4821e+00,\n",
" 6.2041e+00, 1.7870e+01],\n",
" [ 1.0778e+01, 6.2400e+00, -2.5746e+00, ..., 6.5099e+00,\n",
" 1.0312e+01, 2.0751e+01]]]], grad_fn=<PermuteBackward0>), tensor([[[[-5.9328e-01, 2.1777e-01, 4.0490e-01, ..., -1.9407e-01,\n",
" 9.0149e-01, -1.2128e+00],\n",
" [-3.2282e+00, 1.4007e+00, 2.6543e+00, ..., -2.5913e+00,\n",
" 9.7811e-01, 9.0993e-01],\n",
" [-5.6973e+00, -2.5333e+00, 1.1451e+00, ..., 9.8417e-02,\n",
" 3.4286e+00, -6.4429e+00],\n",
" ...,\n",
" [-4.0193e+00, 2.8155e-01, 3.4952e+00, ..., -7.2556e+00,\n",
" -2.0352e+00, 3.5279e+00],\n",
" [ 1.7574e+00, 6.6057e-01, 3.2544e+00, ..., 1.8312e+00,\n",
" -3.9700e+00, 6.6326e-01],\n",
" [-1.4761e+00, -2.8786e-01, 1.3089e+00, ..., -4.8112e+00,\n",
" 3.1371e+00, 3.8342e+00]],\n",
"\n",
" [[-1.7404e-01, 5.6152e-01, -3.5926e-01, ..., 1.2700e+00,\n",
" 3.2524e-01, 2.7566e-01],\n",
" [-3.4850e+00, -5.6009e-02, 2.2085e+00, ..., -3.1510e+00,\n",
" 2.2875e+00, 2.2568e-01],\n",
" [ 4.3397e+00, 6.5362e+00, -2.9333e+00, ..., -6.6569e-01,\n",
" 5.7842e+00, -6.1609e+00],\n",
" ...,\n",
" [-3.1809e+00, -1.0157e+01, 6.3658e-01, ..., -6.4166e+00,\n",
" 2.3116e+00, -3.1938e-01],\n",
" [ 7.4217e-01, -4.4081e+00, 2.4619e+00, ..., -2.4295e+00,\n",
" -1.0997e+00, -1.6839e+00],\n",
" [-2.4964e-01, 2.7996e+00, -3.0232e+00, ..., -6.0033e-01,\n",
" 2.0563e+00, -1.4540e+00]],\n",
"\n",
" [[ 4.8119e-01, -1.4999e-01, 1.1918e-01, ..., 1.9498e-01,\n",
" -2.5663e-01, -2.6898e-01],\n",
" [ 5.7648e+00, 1.9107e+00, -2.7311e+00, ..., 4.4504e+00,\n",
" -3.9975e+00, 2.4242e+00],\n",
" [ 5.2324e+00, 1.6643e+01, -1.5175e+00, ..., 6.0285e-01,\n",
" -5.7343e+00, 5.6955e+00],\n",
" ...,\n",
" [ 6.8140e+00, -4.7826e+00, -1.1305e+01, ..., 1.5953e-01,\n",
" 1.1733e+00, 6.5418e+00],\n",
" [ 3.3735e+00, -3.1978e+00, 1.8504e+00, ..., -2.7946e-01,\n",
" 2.1164e+00, 5.4666e-01],\n",
" [-3.9558e-01, 5.0545e-01, -1.0391e+00, ..., 2.2545e-01,\n",
" 8.0335e-01, -1.0204e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[-1.7468e-01, -4.4685e-01, -2.5469e-01, ..., -2.7895e-01,\n",
" -9.7581e-02, 1.6032e-01],\n",
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" -2.4814e+00, -4.3092e+00],\n",
" [-1.5793e+00, -2.9065e+00, 4.0896e-01, ..., 7.1107e+00,\n",
" 5.2743e+00, -1.7615e+00],\n",
" ...,\n",
" [ 4.9186e+00, -3.3264e+00, -1.8262e+00, ..., 1.6569e+00,\n",
" -2.2143e+00, -2.7643e+00],\n",
" [ 1.5055e+00, 3.1638e+00, -1.7560e+00, ..., 2.7486e+00,\n",
" 2.2349e-01, -2.2136e+00],\n",
" [-2.4704e-01, -3.7555e-01, 8.8430e-01, ..., 2.6386e-01,\n",
" -3.6867e-01, 1.0855e+00]],\n",
"\n",
" [[-1.3755e+00, 5.5756e-01, 2.0446e+00, ..., -1.2020e+00,\n",
" 1.7632e-01, -3.4210e-01],\n",
" [ 7.4185e-01, 9.0479e-01, -4.1815e+00, ..., -7.9318e-01,\n",
" 4.0562e-01, 3.2615e+00],\n",
" [ 2.7404e-01, 1.0735e-01, -2.3999e+00, ..., -3.4818e-01,\n",
" -4.1647e+00, 6.5039e-01],\n",
" ...,\n",
" [-5.7122e+00, 1.2248e+01, -1.1314e+00, ..., -6.2492e-01,\n",
" -3.5228e+00, 3.9582e+00],\n",
" [-2.6206e-01, 8.9508e+00, -3.9684e+00, ..., -3.0146e+00,\n",
" 1.4705e+00, 1.5191e+00],\n",
" [-2.6165e+00, 3.4617e+00, -3.2735e-01, ..., 1.9944e+00,\n",
" 6.9888e-02, 6.5690e-01]],\n",
"\n",
" [[-1.5096e-03, 1.4587e+00, 1.1675e-02, ..., 3.0391e-02,\n",
" 1.2952e-02, 2.6579e-01],\n",
" [-1.0017e+01, -2.9883e+00, -5.8210e-01, ..., -2.2895e+00,\n",
" 2.4428e+00, 3.3483e+00],\n",
" [-1.1904e+01, 7.8266e-01, -1.3981e+00, ..., 1.1533e+00,\n",
" -6.6468e-01, -3.1599e+00],\n",
" ...,\n",
" [-7.2073e+00, 9.3165e-01, -5.2758e-01, ..., -7.2526e+00,\n",
" -2.7303e+00, 4.8047e-01],\n",
" [-6.5624e+00, -6.8987e-01, -1.7927e-01, ..., -1.6087e+00,\n",
" -5.4649e+00, 3.2643e+00],\n",
" [-3.4337e+00, 4.7520e-01, -1.8705e-01, ..., -3.5169e-01,\n",
" -1.3775e+00, 2.2497e+00]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[-6.7058e+00, 7.1046e+00, -7.0931e+00, ..., -9.0176e+00,\n",
" 2.3704e+00, 5.8038e-01],\n",
" [-7.9142e+00, 4.2081e+00, -9.0477e+00, ..., -9.1242e+00,\n",
" 1.0433e+01, -1.0933e+00],\n",
" [-5.5722e+00, 8.7032e+00, -6.4947e+00, ..., -5.0596e+00,\n",
" 1.0634e+01, -2.9676e-01],\n",
" ...,\n",
" [-5.1228e+00, 8.1550e+00, -7.8812e+00, ..., -7.3422e+00,\n",
" 7.5012e+00, 1.2245e+00],\n",
" [-6.2022e+00, 6.7451e+00, -8.4309e+00, ..., -5.0014e+00,\n",
" 6.2076e+00, 3.7136e+00],\n",
" [-4.1796e+00, 7.4293e+00, -6.6865e+00, ..., -8.8558e+00,\n",
" 4.4072e+00, 1.7901e+00]],\n",
"\n",
" [[ 1.3042e+00, 1.5715e-01, -1.0401e+01, ..., 3.6912e+00,\n",
" -2.7565e+00, 1.8405e+00],\n",
" [ 4.4802e+00, -1.6497e+00, -1.2312e+01, ..., 5.5235e+00,\n",
" -3.7309e+00, 6.4677e+00],\n",
" [ 5.0471e+00, 2.3988e+00, -8.5529e+00, ..., 8.5852e+00,\n",
" 2.5056e+00, 3.8932e+00],\n",
" ...,\n",
" [-1.7220e-01, -8.4698e-01, -9.6543e+00, ..., 1.5420e+00,\n",
" -1.6821e+00, -3.3121e-01],\n",
" [ 4.6590e+00, -9.6813e-01, -5.6956e+00, ..., 1.0941e+01,\n",
" -8.8713e+00, -1.9100e+00],\n",
" [ 2.7858e+00, -2.7115e+00, -1.0204e+01, ..., 5.3033e+00,\n",
" -1.9031e+00, -3.3609e-02]],\n",
"\n",
" [[ 1.0387e+01, 1.8096e+01, -2.0207e+01, ..., 1.6542e+01,\n",
" 3.3809e+01, -1.3718e+01],\n",
" [ 1.7191e+01, 1.5239e+01, -1.6662e+01, ..., 1.3530e+01,\n",
" 2.9922e+01, -8.5123e+00],\n",
" [ 1.0018e+01, 1.8016e+01, -2.0211e+01, ..., 2.1365e+01,\n",
" 2.9168e+01, -1.4115e+01],\n",
" ...,\n",
" [ 1.4795e+01, 1.6666e+01, -2.7207e+01, ..., 1.7263e+01,\n",
" 3.1580e+01, -1.5928e+01],\n",
" [ 1.5585e+01, 1.2167e+01, -2.4952e+01, ..., 1.3568e+01,\n",
" 3.2328e+01, -1.4612e+01],\n",
" [ 1.1027e+01, 1.5620e+01, -2.2770e+01, ..., 1.3159e+01,\n",
" 3.3068e+01, -1.4090e+01]],\n",
"\n",
" ...,\n",
"\n",
" [[ 1.6282e+01, -1.4327e+01, 4.8321e-01, ..., 7.2256e+00,\n",
" 5.3015e+00, 9.8259e+00],\n",
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" 5.3961e+00, 5.1374e+00],\n",
" [ 1.5747e+01, -1.1473e+01, -4.6591e+00, ..., 4.6286e+00,\n",
" 3.9507e+00, 1.0144e+01],\n",
" ...,\n",
" [ 1.0436e+01, -7.8008e+00, 4.1427e+00, ..., 6.4933e+00,\n",
" 1.2553e+00, 3.9528e+00],\n",
" [ 1.6780e+01, -8.4692e+00, 5.3604e+00, ..., 8.6598e+00,\n",
" 3.4717e+00, 6.6652e+00],\n",
" [ 1.7365e+01, -1.0804e+01, 2.1880e-01, ..., 7.5751e+00,\n",
" 4.9882e+00, 7.2632e+00]],\n",
"\n",
" [[-1.1241e-01, 3.9078e+00, -4.8753e+00, ..., -5.5728e+00,\n",
" 1.0654e+01, 2.5447e+00],\n",
" [ 2.0628e+00, 6.9568e+00, -2.6752e+00, ..., -3.9277e+00,\n",
" 7.9868e+00, 3.1368e+00],\n",
" [ 1.4451e+00, 5.0828e+00, -8.5646e+00, ..., -4.1885e+00,\n",
" 1.0400e+01, 2.5686e-01],\n",
" ...,\n",
" [ 5.2130e+00, 9.8208e+00, -5.3595e+00, ..., 2.6582e-01,\n",
" 5.2490e+00, 3.7632e+00],\n",
" [ 3.6869e+00, 1.0108e+01, -7.1979e+00, ..., -2.5480e+00,\n",
" 6.3776e+00, 7.6429e+00],\n",
" [-1.0071e+00, 2.8023e+00, -5.5533e+00, ..., -3.0709e+00,\n",
" 7.9489e+00, 4.2866e+00]],\n",
"\n",
" [[ 4.3998e+00, -1.5396e+01, 3.9997e+00, ..., 7.7902e+00,\n",
" 1.0954e+01, 2.8885e+00],\n",
" [ 4.7796e+00, -1.7742e+01, 8.5323e+00, ..., 6.6201e+00,\n",
" 7.4078e+00, 9.8988e+00],\n",
" [ 1.6620e+00, -1.4949e+01, -4.1231e-01, ..., 4.4222e+00,\n",
" 1.4419e+01, 6.5547e+00],\n",
" ...,\n",
" [ 7.5175e+00, -1.6207e+01, 5.0185e+00, ..., 3.2740e+00,\n",
" 1.3172e+01, -1.0283e+00],\n",
" [ 5.3672e+00, -2.0964e+01, 5.5019e+00, ..., 5.1217e+00,\n",
" 1.1765e+01, -2.9054e+00],\n",
" [ 2.3080e+00, -1.6665e+01, 3.7339e+00, ..., 7.1466e+00,\n",
" 1.2365e+01, 2.0281e+00]]]], grad_fn=<PermuteBackward0>), tensor([[[[ 1.5163e+00, -8.3357e-02, -2.5947e-01, ..., -1.0849e+00,\n",
" -1.1516e-01, 3.1869e-01],\n",
" [ 1.7825e+00, -1.0896e+00, -1.6588e+00, ..., -2.5471e+00,\n",
" 3.6679e+00, 3.2832e+00],\n",
" [ 8.5678e+00, -1.7697e+00, -3.4502e+00, ..., 6.2793e+00,\n",
" -3.8046e-01, -1.7971e+00],\n",
" ...,\n",
" [ 4.6052e-01, 1.5699e+00, -1.2669e+00, ..., 5.3195e+00,\n",
" 2.1886e+00, -3.7987e+00],\n",
" [-4.7627e-01, -2.6700e+00, -1.2261e+00, ..., 1.1864e+00,\n",
" -5.0488e-01, -2.5326e+00],\n",
" [-2.0001e+00, -1.6649e+00, -1.0814e+00, ..., -3.9870e-01,\n",
" -1.3662e-01, 1.0763e+00]],\n",
"\n",
" [[ 1.9953e-02, -2.1937e-01, 3.9151e-01, ..., -4.2802e-01,\n",
" 6.7038e-01, 6.7434e-02],\n",
" [-3.4494e+00, 1.7522e+00, 3.6630e+00, ..., -1.8916e+00,\n",
" -2.6057e+00, 2.2144e+00],\n",
" [ 1.1224e+00, -6.0505e-01, -4.0572e+00, ..., -1.1196e+01,\n",
" -3.0459e+00, 5.7670e+00],\n",
" ...,\n",
" [-1.8819e+00, 1.8508e+00, -1.6050e+00, ..., 3.2140e+00,\n",
" -2.1944e+00, 4.0022e+00],\n",
" [-5.6973e-01, -1.6794e+00, 1.6899e+00, ..., 3.5542e+00,\n",
" 2.9120e+00, 3.4037e-01],\n",
" [ 1.0614e+00, -1.9600e+00, 2.0672e-01, ..., 3.0964e-01,\n",
" -8.2161e-01, 1.0527e+00]],\n",
"\n",
" [[ 1.5519e-01, 3.4516e-01, -2.9556e-01, ..., 3.6099e-01,\n",
" -5.1646e-01, -6.5332e-02],\n",
" [ 1.5725e+00, -4.7593e+00, -1.2223e+00, ..., 1.0189e+00,\n",
" 8.2435e-01, -3.7946e+00],\n",
" [ 6.0607e+00, -2.7045e+00, 1.4687e+01, ..., -6.4171e+00,\n",
" -2.3257e+00, 2.0629e-01],\n",
" ...,\n",
" [ 2.3459e+00, 5.9234e-02, 6.2836e+00, ..., 1.0451e+00,\n",
" -1.5388e+00, 2.0136e+00],\n",
" [-1.2029e+00, -4.2578e+00, 4.3157e+00, ..., 9.1453e-01,\n",
" 2.4430e+00, -4.6465e-01],\n",
" [-8.4292e-02, 2.6179e-01, -1.0790e+00, ..., 2.1164e+00,\n",
" 3.3195e+00, 1.0178e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[-6.0542e-01, 3.7316e-01, 7.6558e-01, ..., -3.0396e-01,\n",
" -2.1337e-01, 1.8633e-01],\n",
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" -6.6854e+00, 3.6128e+00],\n",
" [-3.5632e+00, -8.1577e+00, -3.6430e+00, ..., 7.4399e+00,\n",
" -6.5798e-01, -4.6534e+00],\n",
" ...,\n",
" [ 1.0824e+00, 7.4280e-01, -7.6188e+00, ..., 8.1457e+00,\n",
" -3.2960e-01, 2.5927e+00],\n",
" [ 1.7363e+00, -1.0440e+00, -1.8261e+00, ..., 4.1451e+00,\n",
" -5.6922e+00, -2.9807e+00],\n",
" [-8.5960e-01, 1.5420e+00, -1.2594e+00, ..., -1.8388e-02,\n",
" -6.6224e-01, 2.0437e+00]],\n",
"\n",
" [[-6.6620e-02, 2.8763e-01, 8.8598e-02, ..., -3.2723e-01,\n",
" 2.0699e-01, 2.1828e-02],\n",
" [-2.4498e+00, 6.9961e+00, -2.6974e+00, ..., -1.7138e-01,\n",
" -4.8266e-01, 1.3294e+00],\n",
" [ 1.4377e+00, 4.6473e+00, 2.3992e+00, ..., -6.6293e+00,\n",
" -2.1296e+00, -6.4252e-01],\n",
" ...,\n",
" [ 5.7640e-01, -1.9614e+00, -2.7343e+00, ..., -1.5310e+00,\n",
" 6.2117e-01, 6.8075e+00],\n",
" [-3.6030e-01, 7.6959e-01, 2.7622e+00, ..., -7.1204e-01,\n",
" 2.1904e+00, 1.5569e+00],\n",
" [-8.8505e-02, 1.4282e+00, 9.8306e-01, ..., 1.5946e-02,\n",
" -7.9067e-02, 2.8540e-01]],\n",
"\n",
" [[ 3.5817e-02, -2.2085e-01, -1.2697e-01, ..., -2.0792e-01,\n",
" 3.0952e-01, 1.4397e-01],\n",
" [-1.1919e-01, -1.1642e+00, 9.0757e-01, ..., 3.7766e+00,\n",
" 1.7780e+00, 1.6186e+00],\n",
" [-8.1158e+00, -1.3772e+00, -1.5264e+00, ..., -3.5594e+00,\n",
" -5.5315e+00, 1.7023e+00],\n",
" ...,\n",
" [ 6.9672e+00, -1.9217e-01, 1.7098e+00, ..., 1.0094e+00,\n",
" 4.6520e+00, 8.7209e-01],\n",
" [ 9.7835e-01, 1.5353e+00, 2.3851e+00, ..., -2.5910e+00,\n",
" 2.3775e+00, 4.0262e+00],\n",
" [ 5.7390e-03, -2.7697e+00, -1.6027e+00, ..., -2.1909e+00,\n",
" 4.2464e-01, 1.1144e-01]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 4.1084e+00, -3.0725e+00, -2.5291e+00, ..., -5.7752e-01,\n",
" 2.1291e+00, -1.9911e+00],\n",
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" -1.4705e-02, 2.2533e+00],\n",
" [-3.6062e+00, -1.2884e+00, -3.2687e+00, ..., -1.4778e-01,\n",
" 6.5838e+00, -7.8002e+00],\n",
" ...,\n",
" [ 2.4080e+00, -8.0686e-01, -2.6006e+00, ..., 2.8598e+00,\n",
" 1.9443e+00, 5.9176e+00],\n",
" [ 2.1998e+00, -4.3358e+00, -2.9936e+00, ..., 5.6200e-01,\n",
" 1.9461e+00, 2.7002e+00],\n",
" [-3.8650e-02, -4.2228e-01, -3.6784e+00, ..., 1.0638e+00,\n",
" 1.4620e+00, -3.2902e+00]],\n",
"\n",
" [[-3.4734e+00, -3.8789e+00, -8.1606e+00, ..., -1.1858e+00,\n",
" 5.0091e+00, -2.2855e+00],\n",
" [-4.1348e+00, 1.0549e+00, -2.1017e+00, ..., -3.0449e+00,\n",
" 4.0576e+00, 4.2057e+00],\n",
" [-8.6357e+00, -3.7615e+00, -5.4263e+00, ..., -2.6379e+00,\n",
" 8.7674e+00, 3.2129e+00],\n",
" ...,\n",
" [-4.4641e+00, -4.7811e+00, 2.7672e+00, ..., 7.3776e-01,\n",
" 5.5424e-01, -3.5040e-01],\n",
" [-1.5255e+00, -1.1991e+00, 3.7839e+00, ..., 2.2117e+00,\n",
" 4.2317e+00, 1.0726e+00],\n",
" [-1.6962e+00, -3.6695e-01, -3.7835e+00, ..., -3.9927e+00,\n",
" 3.0885e+00, 3.1849e+00]],\n",
"\n",
" [[-1.1660e+01, 4.5010e+00, -1.9037e+00, ..., 6.4651e+00,\n",
" 6.5714e+00, -7.1282e+00],\n",
" [-1.3538e+01, 1.0642e+01, 6.8717e+00, ..., -6.2090e-01,\n",
" 9.1789e+00, -1.5231e+01],\n",
" [-9.1902e+00, 1.9332e+01, -1.4330e+00, ..., 5.1997e+00,\n",
" 1.0309e+01, -1.7187e+01],\n",
" ...,\n",
" [-4.2992e+00, 1.7687e+01, -1.7356e+00, ..., 8.7022e+00,\n",
" 1.1582e+01, -1.4270e+01],\n",
" [-1.1326e+01, 1.1550e+01, -6.1779e+00, ..., 3.5732e+00,\n",
" 8.0392e+00, -1.8801e+01],\n",
" [-1.2887e+01, 1.3381e+01, -9.2271e-01, ..., 1.5175e-01,\n",
" 1.0380e+01, -1.1949e+01]],\n",
"\n",
" ...,\n",
"\n",
" [[ 8.7725e+00, -9.3799e-01, 9.7138e+00, ..., 3.2078e+00,\n",
" -2.2549e+00, 2.5869e+00],\n",
" [ 8.9815e+00, 3.0451e+00, 8.8148e+00, ..., 1.4977e+00,\n",
" 1.8271e+00, -3.2228e+00],\n",
" [ 5.2062e+00, 8.2959e-01, 1.2695e+01, ..., 8.2857e+00,\n",
" -1.7733e+00, -3.2670e-01],\n",
" ...,\n",
" [ 7.2300e+00, 4.2543e-01, 2.6113e+00, ..., 7.8995e+00,\n",
" 5.0680e+00, -1.3028e+00],\n",
" [ 6.2430e+00, -3.0142e+00, 6.1270e+00, ..., -1.6533e+00,\n",
" 1.4846e+00, 3.5089e+00],\n",
" [ 8.6572e+00, 3.7911e+00, 7.9600e+00, ..., -1.6430e+00,\n",
" -6.7081e-01, -3.6849e+00]],\n",
"\n",
" [[ 8.2406e+00, -4.5198e+00, -9.0311e+00, ..., 3.0287e-01,\n",
" 8.1149e+00, 8.7883e+00],\n",
" [ 9.0796e+00, -4.9737e+00, -6.0203e+00, ..., 3.4275e+00,\n",
" 1.2341e+01, 5.5230e+00],\n",
" [ 6.8845e+00, -7.2870e+00, -2.5028e+00, ..., -1.5405e+00,\n",
" 1.1530e+01, 1.2348e+01],\n",
" ...,\n",
" [ 3.8038e+00, -3.3528e+00, -9.3734e+00, ..., 2.3755e+00,\n",
" 5.6578e+00, 1.1187e+01],\n",
" [ 1.0158e+01, -4.8257e+00, -7.2918e+00, ..., -3.2292e+00,\n",
" 9.1770e+00, 1.4453e+01],\n",
" [ 8.2938e+00, -7.9637e+00, -6.9130e+00, ..., 3.5758e+00,\n",
" 9.1648e+00, 1.0677e+01]],\n",
"\n",
" [[ 1.1251e+00, -8.9518e-01, -3.5461e+00, ..., -1.6415e+00,\n",
" 3.1365e-01, -1.9393e+00],\n",
" [ 1.4149e+00, 1.4228e+00, -1.9904e+00, ..., -2.5161e+00,\n",
" -5.6087e+00, -6.1582e-01],\n",
" [-2.6708e+00, -4.6810e+00, 1.5821e+00, ..., 3.8106e+00,\n",
" 1.2406e-01, 7.7231e-01],\n",
" ...,\n",
" [-3.9515e+00, -1.2200e+00, -5.7915e+00, ..., -7.1314e+00,\n",
" 7.7884e+00, 7.1934e-03],\n",
" [-2.5844e+00, -2.8593e+00, -4.1490e+00, ..., -5.0439e+00,\n",
" 8.9982e+00, -5.0123e+00],\n",
" [ 1.8967e+00, 2.6771e-01, 2.2775e+00, ..., -2.7710e+00,\n",
" 1.3319e+00, -1.2321e+00]]]], grad_fn=<PermuteBackward0>), tensor([[[[-1.3610e+00, 2.1546e+00, -3.6687e-02, ..., -1.4138e+00,\n",
" 1.4091e+00, -8.0634e-01],\n",
" [ 6.5935e-01, 1.2163e+00, 1.8062e-01, ..., 3.4282e+00,\n",
" 2.0740e+00, 3.3198e-01],\n",
" [-4.2679e+00, 2.9253e+00, -3.6366e+00, ..., -3.5258e+00,\n",
" -3.6719e+00, -1.7820e+00],\n",
" ...,\n",
" [ 1.1820e+00, -4.9800e+00, 5.3590e-01, ..., 1.7894e+00,\n",
" -2.2321e+00, -5.3424e+00],\n",
" [-4.1009e-01, -6.6800e-01, 4.6964e+00, ..., 4.9178e+00,\n",
" 2.1494e+00, 6.6574e-01],\n",
" [ 4.3730e-01, -1.0345e+00, 8.0958e-01, ..., 1.6010e+00,\n",
" -1.1260e+00, 1.5366e+00]],\n",
"\n",
" [[-3.0537e-01, 1.3332e+01, -4.2029e+00, ..., 9.8599e+00,\n",
" -5.0938e+00, -6.2092e-01],\n",
" [-1.2165e+00, 7.7846e+00, 2.2285e-01, ..., -2.9498e+00,\n",
" 6.9415e+00, -3.5287e-01],\n",
" [ 1.3346e+00, 5.8695e+00, -1.3775e+00, ..., 2.5892e+00,\n",
" 1.7500e+00, 5.1121e+00],\n",
" ...,\n",
" [ 5.2182e+00, -2.5518e+00, -3.8407e+00, ..., 4.7306e+00,\n",
" 4.2143e+00, 3.8962e+00],\n",
" [ 5.6010e-01, 2.2778e+00, 2.4329e+00, ..., 5.7652e+00,\n",
" 3.8513e+00, -1.7663e+00],\n",
" [-4.5362e+00, 4.8951e+00, -1.1757e+00, ..., 2.0132e+00,\n",
" -4.9271e-01, -2.5162e-02]],\n",
"\n",
" [[-8.6048e-01, 5.2845e-01, 5.2231e-01, ..., 7.9458e-01,\n",
" 7.5766e-01, 5.1260e-01],\n",
" [-4.8593e+00, -1.8821e+00, 1.4184e+00, ..., 1.2005e+00,\n",
" -1.7818e+00, -7.2402e-01],\n",
" [-4.9991e+00, 6.0730e+00, 4.4279e-01, ..., -1.6083e+00,\n",
" -3.0111e+00, 2.5449e+00],\n",
" ...,\n",
" [-3.4979e+00, -1.7563e+00, 7.4880e+00, ..., 6.3767e+00,\n",
" -1.2361e+00, -6.5252e-01],\n",
" [ 1.8458e-01, 5.3274e+00, 6.3560e-03, ..., -1.9494e-01,\n",
" -5.0761e+00, 2.5219e+00],\n",
" [-3.3385e+00, 2.0253e+00, 3.2514e+00, ..., 6.1811e-01,\n",
" -1.3653e+00, -2.0843e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 4.8475e-01, 3.0795e+00, -2.2591e+00, ..., 8.3446e-01,\n",
" 3.9066e+00, -1.3511e+00],\n",
" [ 4.6935e+00, -3.1987e+00, -1.9563e+00, ..., -1.2283e+00,\n",
" -3.5085e+00, -2.8479e-01],\n",
" [ 3.4415e+00, 3.4823e+00, -7.5972e+00, ..., 1.1616e+01,\n",
" 5.0379e+00, -3.0235e+00],\n",
" ...,\n",
" [ 3.2890e+00, 3.7867e+00, 1.2211e+00, ..., -5.3638e-01,\n",
" 5.6690e-01, 9.1795e-01],\n",
" [ 4.2120e+00, -2.0358e+00, 2.7653e+00, ..., -2.6666e+00,\n",
" -1.5213e+00, -1.2595e+00],\n",
" [ 2.0718e+00, 2.0025e+00, 1.2340e+00, ..., -2.1237e+00,\n",
" 5.1079e-02, 2.6586e+00]],\n",
"\n",
" [[ 7.7467e-01, 6.7124e-01, -6.6282e-01, ..., 2.0085e+00,\n",
" 1.8649e-01, 6.5719e-01],\n",
" [-4.0864e+00, -4.4793e+00, -4.1713e+00, ..., 3.2031e+00,\n",
" -2.1996e+00, -1.1911e+00],\n",
" [-1.9689e+00, 3.2692e+00, -2.5239e+00, ..., 6.1531e+00,\n",
" -4.9036e-01, -4.8677e+00],\n",
" ...,\n",
" [-7.2082e-01, -7.2818e-01, -6.2828e+00, ..., 6.0979e-01,\n",
" 5.8888e+00, 3.2771e+00],\n",
" [-2.5924e+00, -1.1931e+00, -2.8621e+00, ..., -2.2075e+00,\n",
" 8.2276e-01, 5.0243e+00],\n",
" [-3.2729e+00, 1.9582e-01, 2.4557e+00, ..., 2.7422e+00,\n",
" 2.2925e-01, -5.0859e-01]],\n",
"\n",
" [[-9.2097e-02, 3.8811e-02, -1.4649e-01, ..., 1.0811e-01,\n",
" 2.2630e-01, 3.6500e-01],\n",
" [ 4.6774e+00, -2.0047e+00, 2.8992e+00, ..., 1.0616e+00,\n",
" 5.1544e+00, 2.6326e+00],\n",
" [ 4.5439e+00, 4.6461e+00, 1.3380e-01, ..., -7.9473e+00,\n",
" 6.1550e-01, 1.3852e+01],\n",
" ...,\n",
" [ 2.4610e+00, 4.7543e+00, -6.1969e+00, ..., -2.7994e-01,\n",
" 1.2381e+01, 1.0455e+01],\n",
" [ 2.6481e+00, -4.3805e+00, -3.4348e+00, ..., 1.3319e+00,\n",
" 4.3610e+00, 5.7302e+00],\n",
" [-1.1120e-01, 8.2032e-01, 1.9833e+00, ..., 1.5253e+00,\n",
" 1.0290e+00, 1.8218e+00]]]], grad_fn=<PermuteBackward0>)), (tensor([[[[ 7.0487, -3.7967, -1.2482, ..., 4.6963, -2.4953, 2.7542],\n",
" [ 1.4861, -3.0416, -1.9340, ..., 2.4253, -1.6048, 3.5681],\n",
" [ 2.7856, -3.6501, 0.3291, ..., -2.4429, -1.7826, -5.0351],\n",
" ...,\n",
" [ 0.1303, 0.8540, -6.2618, ..., -3.0420, -6.7278, 1.7225],\n",
" [ 0.5830, 1.4434, -3.9872, ..., -1.1438, -5.8263, -4.1240],\n",
" [ 1.2076, -5.9053, 0.1566, ..., 0.3718, -4.8597, -2.9647]],\n",
"\n",
" [[ 2.6820, -0.7584, 1.8520, ..., 1.7389, 8.9374, -5.7469],\n",
" [ 4.1453, -2.9870, 4.1253, ..., 1.8786, 10.1109, -5.4388],\n",
" [ 1.8921, 3.7793, 4.6014, ..., 0.1691, 8.0833, -4.4128],\n",
" ...,\n",
" [ -2.7595, -4.0721, -0.5622, ..., 3.0032, 6.7185, -5.0222],\n",
" [ -0.0991, 2.9769, -0.1570, ..., 6.9956, 2.9741, -5.4409],\n",
" [ 1.0835, 0.8875, 3.9177, ..., -1.4409, 8.2249, -7.9429]],\n",
"\n",
" [[ 8.6201, -1.1019, 2.0970, ..., 0.9597, -1.7780, 0.2651],\n",
" [ 1.5133, -0.7364, 1.9729, ..., -2.1197, 0.2156, -7.4895],\n",
" [ 5.3401, 0.0841, 3.1914, ..., 2.2165, 2.5242, 1.5399],\n",
" ...,\n",
" [ 3.2981, -4.2214, -0.8591, ..., -4.6677, -1.4440, -10.2375],\n",
" [ 2.7303, -4.0201, -0.7601, ..., 0.5786, -2.4968, -11.4414],\n",
" [ 5.7641, -2.2754, 0.0239, ..., 2.9106, 0.7033, -0.6539]],\n",
"\n",
" ...,\n",
"\n",
" [[-11.9615, -1.6120, 8.8842, ..., 1.0550, 10.0682, -3.8279],\n",
" [ -9.0492, -0.1683, 5.2794, ..., 4.4201, 8.8332, -5.0864],\n",
" [ -4.6364, 5.1970, -2.3052, ..., -2.3635, 7.8986, -8.8976],\n",
" ...,\n",
" [ -4.3912, 3.8015, 0.2342, ..., -0.6274, 4.3828, -1.1499],\n",
" [ 0.5838, 6.4657, 6.5390, ..., -0.4144, 2.8362, 0.1937],\n",
" [ -7.9061, 2.0545, 5.1336, ..., -2.4992, 8.0045, -0.8322]],\n",
"\n",
" [[ 1.1855, -2.2742, 3.4738, ..., 1.4943, -0.5116, -2.5773],\n",
" [ 6.3944, -4.0676, 1.2974, ..., -2.2992, -2.9572, -2.5682],\n",
" [ 6.3491, -3.7938, 7.8707, ..., -0.4274, -5.3358, -2.3005],\n",
" ...,\n",
" [ 1.9726, -2.1689, 1.3424, ..., -0.3469, -5.2366, -8.8996],\n",
" [ 2.7420, 1.3362, 1.5772, ..., 0.7225, -6.7811, -6.1283],\n",
" [ 4.0637, -0.8027, 4.8330, ..., 0.8616, -0.8470, -1.6457]],\n",
"\n",
" [[ -7.8553, -1.2192, 1.5850, ..., 1.6942, 3.9994, 5.3416],\n",
" [ -1.6588, -4.9879, 3.4598, ..., 3.9743, 4.1220, 3.5271],\n",
" [ -2.0938, -8.4404, 3.2276, ..., 1.9780, 6.8994, 1.1884],\n",
" ...,\n",
" [-12.0639, -11.2853, 1.2148, ..., 5.2642, 2.2606, 4.0521],\n",
" [-10.1065, -5.6122, -0.8142, ..., 7.0195, -4.7470, 3.6712],\n",
" [ -6.7575, -4.0599, 0.1957, ..., 3.9427, 0.6003, 6.2323]]]],\n",
" grad_fn=<PermuteBackward0>), tensor([[[[-4.5510e+00, -8.2326e+00, -3.8449e+00, ..., 3.4438e+00,\n",
" -1.1280e+01, -3.3362e+00],\n",
" [-4.4172e+00, -3.5457e+00, 3.8250e+00, ..., 1.0274e+00,\n",
" 3.9482e+00, -9.7060e-01],\n",
" [ 2.7006e+00, 1.9696e+00, 2.2330e+00, ..., 4.7130e+00,\n",
" 5.7463e+00, 2.2876e+00],\n",
" ...,\n",
" [ 4.0187e+00, 1.3283e+00, -1.0235e+00, ..., -5.4100e+00,\n",
" -2.3582e+00, 3.4007e-01],\n",
" [ 3.3674e+00, 6.0804e+00, 6.1002e+00, ..., -5.9309e+00,\n",
" 3.6733e+00, -3.2307e+00],\n",
" [ 5.5775e+00, -3.5041e-01, -2.1024e+00, ..., 9.2180e-01,\n",
" 3.8172e+00, 1.1970e-01]],\n",
"\n",
" [[ 1.4645e+00, -9.3543e-01, 1.6392e-01, ..., 8.8214e-02,\n",
" 1.3867e-01, 7.8915e-01],\n",
" [-3.0356e+00, 2.0413e+00, -3.0282e+00, ..., -3.0452e+00,\n",
" -2.8434e+00, -7.4304e-01],\n",
" [ 4.9206e+00, -7.3981e+00, -4.7031e+00, ..., -3.1618e+00,\n",
" -1.0800e+00, -1.6105e-01],\n",
" ...,\n",
" [ 3.3116e-01, -2.4971e+00, -1.5637e+00, ..., -6.1754e+00,\n",
" -5.7055e+00, -4.6560e-01],\n",
" [ 6.4066e-01, 5.0787e-01, 5.8004e+00, ..., 2.2077e-01,\n",
" -6.2524e+00, -3.5910e+00],\n",
" [ 3.3046e-01, -5.7126e-01, 1.8670e+00, ..., -7.6511e-01,\n",
" 3.9519e+00, -4.9254e+00]],\n",
"\n",
" [[-9.6303e-01, -9.5430e-02, -2.6010e+00, ..., -1.1933e+00,\n",
" -7.7108e-01, 6.7577e-01],\n",
" [ 3.7897e-01, 8.2797e-01, -2.3467e+00, ..., 1.0022e+00,\n",
" -4.3106e+00, -5.3493e+00],\n",
" [ 1.1990e+00, 2.1105e+00, 5.6925e+00, ..., -1.1562e+00,\n",
" -1.1074e+01, 6.8826e+00],\n",
" ...,\n",
" [-3.8100e+00, -5.4378e-01, -1.5964e+00, ..., -4.9590e+00,\n",
" -4.0523e+00, -1.0648e+00],\n",
" [-6.7710e-01, 3.1329e+00, -2.1364e+00, ..., -4.2632e+00,\n",
" -2.0440e+00, 5.7333e+00],\n",
" [ 1.4246e+00, 1.6135e+00, -3.3376e+00, ..., -2.0743e+00,\n",
" -1.1537e+00, 3.0445e+00]],\n",
"\n",
" ...,\n",
"\n",
" [[ 6.3180e-01, -4.0086e-02, 8.2667e-01, ..., -2.4852e-01,\n",
" 8.6989e-01, 5.9128e-01],\n",
" [ 3.8711e+00, 6.6113e+00, 1.3583e+00, ..., -2.1021e+00,\n",
" -2.6829e+00, -5.0486e-01],\n",
" [-6.2327e+00, -7.2837e-04, 5.3459e-01, ..., -1.9899e+00,\n",
" -5.7745e+00, 3.0020e+00],\n",
" ...,\n",
" [-3.0400e-01, 3.8460e+00, -2.0601e+00, ..., 4.3909e+00,\n",
" 7.3954e+00, 5.5978e+00],\n",
" [-1.8946e+00, -4.5076e-02, -4.9969e+00, ..., -3.3246e-01,\n",
" -3.0848e+00, 1.2372e-01],\n",
" [-2.2662e+00, 8.2540e-01, 1.7064e+00, ..., 1.2472e+00,\n",
" -1.2903e+00, -1.6899e-01]],\n",
"\n",
" [[-8.2854e-01, -6.4474e-01, -4.2275e+00, ..., -6.2586e-01,\n",
" -3.9464e-02, 7.9444e-02],\n",
" [ 1.3858e+00, -9.5476e-01, 3.0804e-01, ..., 2.6732e+00,\n",
" 3.4749e-01, 4.6335e-01],\n",
" [ 4.2968e+00, 1.1857e+00, -2.0413e-01, ..., -7.1986e-01,\n",
" 2.3442e+00, 6.7370e+00],\n",
" ...,\n",
" [ 1.2540e+00, -8.4921e-01, -2.3424e-01, ..., 6.7792e+00,\n",
" 3.5434e-01, -7.2555e+00],\n",
" [-3.9043e+00, 2.7737e+00, -5.0697e+00, ..., 3.0143e+00,\n",
" 6.0278e+00, -3.2343e+00],\n",
" [-9.2953e-01, -1.9789e-02, -1.5562e+00, ..., 9.0401e-01,\n",
" 2.4637e-01, -3.0282e-01]],\n",
"\n",
" [[ 5.0030e-01, -1.6396e-01, 5.3002e-01, ..., 1.3563e-01,\n",
" -4.9493e-02, -2.3070e-01],\n",
" [ 6.8965e-01, -2.7964e+00, -1.4698e-01, ..., -2.2025e+00,\n",
" 1.3924e+00, 2.8182e+00],\n",
" [-5.8953e-01, 4.5176e+00, -5.6953e+00, ..., 1.0517e+00,\n",
" -4.3820e+00, 1.0718e+01],\n",
" ...,\n",
" [-4.3672e+00, -3.4756e+00, 6.9281e+00, ..., 2.8438e+00,\n",
" -1.2872e+00, 5.6297e+00],\n",
" [ 1.2491e+00, 7.5083e-01, -2.4921e+00, ..., -2.5765e+00,\n",
" 2.1224e-01, 2.1005e+00],\n",
" [ 1.8954e+00, -8.4113e-01, 2.3986e+00, ..., 5.8147e-03,\n",
" 1.6109e-01, -2.4565e-01]]]], grad_fn=<PermuteBackward0>))), hidden_states=None, attentions=None, cross_attentions=None)\n",
"user: Explain how transformers work in machine learning\n",
"\n",
"I am using the following code to create a model in Python using the Tensorflow TensorFlow library. I have a model which is trained on an external dataset and I have a model which is trained on an internal dataset. My question is, what is the most efficient way to save the model's parameters in a different folder or to use the model from another machine?\n",
"# Create model\n",
"from tensorflow.keras.models import Model\n",
"from tensorflow.keras.layers import Dense, Dropout, Activation\n",
"import os\n",
"\n",
"# Load model\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
"from tensorflow.keras.preprocessing.image import image_data\n",
"from tensorflow.keras.layers import Dense, Dropout, Activation\n",
"import os\n",
"\n",
"model_path = 'path/to/model'\n",
"data_path = 'path/to/data'\n",
"\n",
"# Load data\n",
"images = image_data.load_img(data_path, img_size=(640,480))\n",
"labels = image_data.load_label(data_path, labels_size=(1,20))\n",
"\n",
"model = Model(inputs=[images, labels\n",
"```"
],
"metadata": {
"id": "6D3XOT8r__5N"
}
}
]
} |