{ "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=), 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=), 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=)), (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, 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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=))), 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" } } ] }