{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "IqM-T1RTzY6C" }, "source": [ "To run this, press \"*Runtime*\" and press \"*Run all*\" on a **free** Tesla T4 Google Colab instance!\n", "
\n", " \n", " \n", " Join Discord if you need help + support us if you can!\n", "
\n", "\n", "To install Unsloth on your own computer, follow the installation instructions on our Github page [here](https://github.com/unslothai/unsloth#installation-instructions---conda).\n", "\n", "You will learn how to do [data prep](#Data), how to [train](#Train), how to [run the model](#Inference), & [how to save it](#Save) (eg for Llama.cpp).\n", "\n", "**[NEW] Llama-3 8b is trained on a crazy 15 trillion tokens! Llama-2 was 2 trillion.**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "2eSvM9zX_2d3" }, "outputs": [], "source": [ "%%capture\n", "import torch\n", "major_version, minor_version = torch.cuda.get_device_capability()\n", "# Must install separately since Colab has torch 2.2.1, which breaks packages\n", "!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n", "if major_version >= 8:\n", " # Use this for new GPUs like Ampere, Hopper GPUs (RTX 30xx, RTX 40xx, A100, H100, L40)\n", " !pip install --no-deps packaging ninja einops flash-attn xformers trl peft accelerate bitsandbytes\n", "else:\n", " # Use this for older GPUs (V100, Tesla T4, RTX 20xx)\n", " !pip install --no-deps xformers trl peft accelerate bitsandbytes\n", "pass\n", "# Llama 3 Video Tutorial https://www.youtube.com/watch?v=aQmoog_s8HE" ] }, { "cell_type": "markdown", "metadata": { "id": "r2v_X2fA0Df5" }, "source": [ "* We support Llama, Mistral, CodeLlama, TinyLlama, Vicuna, Open Hermes etc\n", "* And Yi, Qwen ([llamafied](https://huggingface.co/models?sort=trending&search=qwen+llama)), Deepseek, all Llama, Mistral derived archs.\n", "* We support 16bit LoRA or 4bit QLoRA. Both 2x faster.\n", "* `max_seq_length` can be set to anything, since we do automatic RoPE Scaling via [kaiokendev's](https://kaiokendev.github.io/til) method.\n", "* [**NEW**] With [PR 26037](https://github.com/huggingface/transformers/pull/26037), we support downloading 4bit models **4x faster**! [Our repo](https://huggingface.co/unsloth) has Llama, Mistral 4bit models." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566, "referenced_widgets": [ "d584de303cfa4f97963d11802bc8ae8a", "859167457287478e96834f4221a4b7cb", "ad5037a8fad140c6b3d2c5fac5c7a74c", "a0d340687fef4af9a2547ec6868f71d8", "9581c991c42e46fb8d84282d44e3c130", "2c7e8965470e4db2ace8dc53b88ff1a1", "37def923c62a47d990b61ad11b590383", "051d09c992ab468d91909936aeeb7b13", "06d8303e34d74818b8d056a0db92c3b4", "58b5080b5e584b2f9f1bee2429b7c3df", "2b142da6ae8445cd8f09773cb5f2b602", "9242412542854b82bb833cc3d7e5b58b", "bd9e507b30f641cc97d71a795ee3c2ae", "754eebe0881b4996b0717f36dcb1323b", "e6dff493d4ad4ada85640ea91632217f", "ce35eec812de4efb9ad1aa54b70f69f4", "a2d77c1cbb4f4b06a74eb56b9610ba22", "d8251c3261af4354ba66506c8316bda6", "684419e0d0514feab873c937689ab717", "cf1b73caa46c4b8e8e0882bd2669a29f", "32eac4b923904f209e6ccc1a2c505795", 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"aa504bf5de7446829b2a6041c81f84f0", "69a601e567f8499695649f48c9821431", "b01963f6f20e4031ba975019312c12dc", "25e2296e56254601bbf3a3f47329779a", "faa30de44f3d485a896c5d6ce7559f34", "5a3bb66c17954aa894f8a70a511b0374", "ec46dd1ee6014ca6b283f7520ee4341e", "5971584018a64fa58acc40b188e13b47", "04050ecc1eb4409a8150cd0fbbc7d3a5", "e1bab9282e9c42b2b9e0db6f85c66f1a", "b8f229b4d7cc4bd7ac08686cddd9068d", "216c616642f64e5c9fb09ff28aa30318", "8eddb0af9e714b6587e479603c4a3fa7", "227973e361e1492b8e713de79d0cd754", "d6ad0c62972044208896f5671c4dbd58", "467487029b7f49889a195a114945b332", "432970041f0a43d7bb6a32ec80d17c5d", "8e836202e79f40c8906b07cd2364f44a", "86222fc9d2154e0796e066cb33df6071", "a300e151662d44d4bb64c6edd46bc643", "a299037ad17343dba99d66f545c4996f", "8d64b1782a3d43c4833cbb658c95fdd2", "e132fe1d359148199d6927edb91fa963", "45c0b92e46944368890048c55e3d025f", "1fae42cdda294fd4ac3ca526dbb11b47", "d56acf42dcb34124af33954a8cd0ae4b", "0d4f7bc1de1e40da8dc024f27bd20457", "da09debb71564fec85f2e552d9570bbf", "a740e082987c43d994a86ea836295d38", "e7234056f81d44c0a8d6970d39f7bd26" ] }, "id": "QmUBVEnvCDJv", "outputId": "07f46734-3efe-4ef4-f69e-7e9ddd930013" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "config.json: 0%| | 0.00/654 [00:00 0 ! Suggested 8, 16, 32, 64, 128\n", " target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n", " \"gate_proj\", \"up_proj\", \"down_proj\",],\n", " lora_alpha = 4,\n", " lora_dropout = 0, # Supports any, but = 0 is optimized\n", " bias = \"none\", # Supports any, but = \"none\" is optimized\n", " # [NEW] \"unsloth\" uses 30% less VRAM, fits 2x larger batch sizes!\n", " use_gradient_checkpointing = \"unsloth\", # True or \"unsloth\" for very long context\n", " random_state = 3407,\n", " use_rslora = False, # We support rank stabilized LoRA\n", " loftq_config = None, # And LoftQ\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "vITh0KVJ10qX" }, "source": [ "\n", "### Data Prep\n", "We now use the Alpaca dataset from [yahma](https://huggingface.co/datasets/yahma/alpaca-cleaned), which is a filtered version of 52K of the original [Alpaca dataset](https://crfm.stanford.edu/2023/03/13/alpaca.html). You can replace this code section with your own data prep.\n", "\n", "**[NOTE]** To train only on completions (ignoring the user's input) read TRL's docs [here](https://huggingface.co/docs/trl/sft_trainer#train-on-completions-only).\n", "\n", "**[NOTE]** Remember to add the **EOS_TOKEN** to the tokenized output!! Otherwise you'll get infinite generations!\n", "\n", "If you want to use the `ChatML` template for ShareGPT datasets, try our conversational [notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing).\n", "\n", "For text completions like novel writing, try this [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "a4dd7e18d9cb4c4fa781b1f038441dac", "09e446946a8c48b4b7f23293dc60faa8", "50eb8f4d75fa4d3e978a25c4cb7323cf", "175e4943b89142dab2f214482fb786bf", "172321c29cfc4feaaa88c8a53bd5cc02", "0ac2a1d9d593475daed5dd4acc156de2", "ce8bfe473aaf4ed0bbd0ae71e15a602c", "a6aebf1eb1984d8ba4fb1230f383eb3e", "7d96b4028c4c4e84854a05c087caac81", "1235effff30e48a4b150b32308438086", "cac70bd619e74a25bc49a445fd1136c5", "75a507eb5ef24849a163aec68a2254d6", "9391c6e3478548b7a5a98c74722bbf90", "2ee5fd0096344355ba7e13fe2946b494", "b55819dd824f463dbdb04ec526d0af8e", "6d47703b9f674b8ab0988088cafdc273", "40cf5e9508784ccb8b6cab6f67a5945b", "759df44f23d44e21b6bcf0da76d33bb7", "55e1e78e1ea14c51861e64b1ffcea8b7", "501eb0e69dfd44a28050bc372662dd2d", "52432d07e59741a1ad9681af98d7ab16", "ba193b35ef7b4997a4dbf02cf6895b72", "b0d66e5563374cf0aa4f0266bdbad05c", "33e6aaa0623c4041b12bc0c9c7363d86", "4e62b5c05faa419e90667d6f04839c5d", "af70598227574a959bd4267fdb4cdc3c", "7e4f4c66667242679f81590e48b39b82", "d35ce7333d6643b691651a4e11290f60", "732884b64a134816a1790f1ba44a1d8a", "ebec20426fa14561b717b14a98ce7e4d", "fe6bde7c5d8b4e40bab0ecc4b281d6b9", "5e032e3a5e774189bb12870cf7db0c07", "6967cd26c0dc4067926e623641933811", "b0ef00b8c5d647a1ab5dce792d484b23", "f32b1c7bfb3a4050b14b08a9844aa270", "91f8f969999044c59318098ef02ddab7", "b055b6c5a7a14ca68385241e9d3e8fdd", "bce038f07cdb4acf890c8fc6de924b53", "f38d6a437a0f4e959a720b119e051189", "3385e97860a4459f905afa695d1f4c37", "3c4fc447ea2542dcbbc7f2739bec5439", "0871577784ed4bce9910d8ea37e45786", "a47f1ddd5bef42d1bc0acac1fa0895a1", "47b47fbf184047e9a90ccccbf1f73a96" ] }, "id": "LjY75GoYUCB8", "outputId": "705df01f-81b1-4709-f9ef-d57b2bb0d7f4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading readme: 0%| | 0.00/11.6k [00:00\n", "### Train the model\n", "Now let's use Huggingface TRL's `SFTTrainer`! More docs here: [TRL SFT docs](https://huggingface.co/docs/trl/sft_trainer). We do 60 steps to speed things up, but you can set `num_train_epochs=1` for a full run, and turn off `max_steps=None`. We also support TRL's `DPOTrainer`!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 106, "referenced_widgets": [ "29a55abdbdf14ad293899a31902b3ada", "6ecf72070b9a493fb7235753b1de0e8d", "3a30dc7ad43f4ac9b2b163a076606fa9", "5be399ed23004aa180126387582a6087", "d69240089be24fe798bdea5198dcc654", "2fc09583c503490c8f4d3d81957b7995", "af08cc264235495b995a764f0a98ccfe", "0bd7b4ee279b43919b9bdfb15e6546a6", "d644678ff9194459a701b7fef209247d", "6af3fbeb94864880925f34266acb61fb", "39284fecf6684793baf0e86d911ae08d" ] }, "id": "95_Nn-89DhsL", "outputId": "c8168cb5-771c-4b1d-e527-9be6477c11cc" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/multiprocess/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", " self.pid = os.fork()\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Map (num_proc=2): 0%| | 0/51760 [00:00" ], "text/html": [ "\n", "
\n", " \n", " \n", " [60/60 01:27, Epoch 0/1]\n", "
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StepTraining Loss
11.753600
22.139800
31.719200
42.049600
51.822300
61.898300
71.456300
81.540100
91.460600
101.484100
111.136700
121.181200
130.982800
141.096900
150.961700
160.920900
171.046400
181.284000
191.041200
200.896600
210.945200
220.977800
230.911900
241.022800
251.082300
261.044000
271.097600
280.922100
290.866500
300.885300
310.871700
320.887400
331.013600
340.903800
350.977500
360.880200
370.928400
380.792200
391.090100
401.174700
410.907700
421.013600
430.996000
440.930200
450.933500
461.001800
470.876900
481.214900
490.950900
501.081100
511.035600
520.950000
531.003100
541.223100
550.822600
561.065800
570.949400
580.853300
590.886900
600.935700

" ] }, "metadata": {} } ], "source": [ "trainer_stats = trainer.train()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "pCqnaKmlO1U9", "outputId": "e6ce04a8-20d7-4e49-c4b3-c5b8583a3a55" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "95.438 seconds used for training.\n", "1.59 minutes used for training.\n", "Peak reserved memory = 17.469 GB.\n", "Peak reserved memory for training = 2.274 GB.\n", "Peak reserved memory % of max memory = 44.154 %.\n", "Peak reserved memory for training % of max memory = 5.748 %.\n" ] } ], "source": [ "#@title Show final memory and time stats\n", "used_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n", "used_memory_for_lora = round(used_memory - start_gpu_memory, 3)\n", "used_percentage = round(used_memory /max_memory*100, 3)\n", "lora_percentage = round(used_memory_for_lora/max_memory*100, 3)\n", "print(f\"{trainer_stats.metrics['train_runtime']} seconds used for training.\")\n", "print(f\"{round(trainer_stats.metrics['train_runtime']/60, 2)} minutes used for training.\")\n", "print(f\"Peak reserved memory = {used_memory} GB.\")\n", "print(f\"Peak reserved memory for training = {used_memory_for_lora} GB.\")\n", "print(f\"Peak reserved memory % of max memory = {used_percentage} %.\")\n", "print(f\"Peak reserved memory for training % of max memory = {lora_percentage} %.\")" ] }, { "cell_type": "markdown", "metadata": { "id": "ekOmTR1hSNcr" }, "source": [ "\n", "### Inference\n", "Let's run the model! You can change the instruction and input - leave the output blank!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "kR3gIAX-SM2q", "outputId": "4614f8ac-5a61-4d46-f747-e40f615f4751" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "['Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nContinue the fibonnaci sequence.\\n\\n### Input:\\n1, 1, 2, 3, 5, 8\\n\\n### Response:\\n13, 21, 34, 55, 89, 144, 233, 377, 610, 985, 1597, 2584, 4181, 6765, 10946, 17711, 28657, 46368, 75025']" ] }, "metadata": {}, "execution_count": 9 } ], "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"Continue the fibonnaci sequence.\", # instruction\n", " \"1, 1, 2, 3, 5, 8\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "outputs = model.generate(**inputs, max_new_tokens = 64, use_cache = True)\n", "tokenizer.batch_decode(outputs)" ] }, { "cell_type": "markdown", "metadata": { "id": "CrSvZObor0lY" }, "source": [ " You can also use a `TextStreamer` for continuous inference - so you can see the generation token by token, instead of waiting the whole time!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "e2pEuRb1r2Vg", "outputId": "ae14db56-9d1f-41c7-bff3-0bf13f5a2920" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "Continue the fibonnaci sequence.\n", "\n", "### Input:\n", "1, 1, 2, 3, 5, 8\n", "\n", "### Response:\n", "13, 21, 34, 55, 89, 144, 233, 377, 610, 985, 1597, 2584, 4181, 6765, 10946, 17711, 28657, 46368, 75025, 121393, 196418, 317811, 514229, 832040, 1346269, 2178309, 3524578, 5702887, 9227465, 14930352, 24157817, 39088169, 632459\n" ] } ], "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"Continue the fibonnaci sequence.\", # instruction\n", " \"1, 1, 2, 3, 5, 8\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ] }, { "cell_type": "code", "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What is a famous bridge in San Francisco bay area?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "Z5tWI7ivVjMg", "outputId": "aba51371-46ed-4e89-ea27-f262e78369cc" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "What is a famous bridge in San Francisco bay area?\n", "\n", "### Input:\n", "\n", "\n", "### Response:\n", "One of the most famous bridges in the San Francisco Bay Area is the Golden Gate Bridge. It is a suspension bridge that spans the Golden Gate Strait, connecting the city of San Francisco to Marin County. The bridge is an iconic symbol of the city and is one of the most photographed bridges in the world. It was completed in 1937 and has since become a popular tourist destination. Visitors can walk or bike across the bridge, and there are also guided tours available. The bridge is also a vital transportation route for both pedestrians and vehicles. It is considered one of the most beautiful and impressive bridges in the world. It is also a symbol\n" ] } ] }, { "cell_type": "code", "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What is a famous university in San Francisco bay area?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "9fJZQcwlVlBq", "outputId": "ccd73c4d-fbaa-4927-b478-e42bb5269ff3" }, "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "What is a famous university in San Francisco bay area?\n", "\n", "### Input:\n", "\n", "\n", "### Response:\n", "One of the most famous universities in the San Francisco Bay Area is Stanford University. Located in Stanford, California, it is one of the top-ranked universities in the world and is known for its academic excellence, research opportunities, and innovative programs. Stanford University is also home to the Hoover Institution, a public policy think tank, and the Stanford Research Institute, a research organization. The university has a strong reputation in fields such as engineering, business, law, and medicine, and has produced many successful alumni, including entrepreneurs, politicians, and Nobel laureates. Stanford University is also known for its beautiful campus, which features a mix of modern and historic\n" ] } ] }, { "cell_type": "code", "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What are the DNA bases?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "1TPeJxviVls8", "outputId": "2c90aca4-e262-4c8e-e89d-ab582ab9cc99" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "What are the DNA bases?\n", "\n", "### Input:\n", "\n", "\n", "### Response:\n", "The DNA bases are adenine (A), guanine (G), cytosine (C), and thymine (T). These four bases are the building blocks of DNA and are paired together in a specific manner to form the double helix structure of DNA. Adenine pairs with thymine, and guanine pairs with cytosine. This pairing is crucial for the proper functioning of DNA and the transmission of genetic information from one generation to the next. The sequence of these bases determines the genetic code and the characteristics of an organism. The four DNA bases are also known as nucleotides, and they are the fundamental\n" ] } ] }, { "cell_type": "code", "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What are all of the types of bonds found in DNA?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "GlPUCSprVnRK", "outputId": "b7c33d5a-647f-4bff-e3cc-e39dde891dcf" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "What are all of the types of bonds found in DNA?\n", "\n", "### Input:\n", "\n", "\n", "### Response:\n", "There are four main types of bonds found in DNA: hydrogen bonds, covalent bonds, ionic bonds, and van der Waals bonds. \n", "\n", "1. Hydrogen bonds: These bonds are formed between the nitrogenous bases of DNA, specifically between the hydrogen atoms of one base and the oxygen or nitrogen atoms of another base. Hydrogen bonds are weak and reversible, but they play a crucial role in the structure and function of DNA.\n", "\n", "2. Covalent bonds: These bonds are formed between the carbon and oxygen atoms of the sugar and phosphate molecules that make up the backbone of DNA. Covalent bonds are strong and un\n" ] } ] }, { "cell_type": "code", "source": [ "# alpaca_prompt = Copied from above\n", "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What are the reaction names to create DNA?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "\n", "from transformers import TextStreamer\n", "text_streamer = TextStreamer(tokenizer)\n", "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "NelWwdJjVpqR", "outputId": "d4d0061d-3238-4a3f-bf2b-7b2691d0b255" }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n", "\n", "### Instruction:\n", "What are the reaction names to create DNA?\n", "\n", "### Input:\n", "\n", "\n", "### Response:\n", "The reaction names to create DNA are:\n", "\n", "1. Primase: This enzyme adds a short RNA primer to the template strand.\n", "2. DNA polymerase: This enzyme adds nucleotides to the growing DNA strand, matching the base pairing rules.\n", "3. Ligase: This enzyme seals the gaps between the nucleotides, forming a continuous DNA strand. \n", "\n", "These enzymes work together to create DNA through a process called DNA replication. The process starts with the unwinding of the double helix, followed by the addition of nucleotides to the growing DNA strand, and finally the sealing of the gaps to form a continuous DNA strand. This\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "uMuVrWbjAzhc" }, "source": [ "\n", "### Saving, loading finetuned models\n", "To save the final model as LoRA adapters, either use Huggingface's `push_to_hub` for an online save or `save_pretrained` for a local save.\n", "\n", "**[NOTE]** This ONLY saves the LoRA adapters, and not the full model. To save to 16bit or GGUF, scroll down!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "upcOlWe7A1vc", "outputId": "363f01aa-9d4c-44f6-f0f6-c391651f94d9" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/peft/utils/other.py:581: UserWarning: Unable to fetch remote file due to the following error 401 Client Error. (Request ID: Root=1-6625bd6e-7ef62ca67c1dc0f16dbafdbf;637b5d6c-2407-4401-92dd-edd1d2f26c8a)\n", "\n", "Cannot access gated repo for url https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct/resolve/main/config.json.\n", "Repo model meta-llama/Meta-Llama-3-8B-Instruct is gated. You must be authenticated to access it. - silently ignoring the lookup for the file config.json in meta-llama/Meta-Llama-3-8B-Instruct.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/peft/utils/save_and_load.py:154: UserWarning: Could not find a config file in meta-llama/Meta-Llama-3-8B-Instruct - will assume that the vocabulary was not modified.\n", " warnings.warn(\n" ] } ], "source": [ "model.save_pretrained(\"lora_model\") # Local saving\n", "# model.push_to_hub(\"Your-Model-Name\", organization=\"kevinkawchak\", token = \"Your HF writable token\", private=True) # ONLY saves the LoRA adapters" ] }, { "cell_type": "code", "source": [ "if False:\n", " from unsloth import FastLanguageModel\n", " model, tokenizer = FastLanguageModel.from_pretrained(\n", " model_name = \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n", " max_seq_length = max_seq_length,\n", " dtype = dtype,\n", " load_in_4bit = load_in_4bit,\n", " )\n", " FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n", "# alpaca_prompt = You MUST copy from above!\n", "inputs = tokenizer(\n", "[\n", " alpaca_prompt.format(\n", " \"What is a famous tall tower in Paris?\", # instruction\n", " \"\", # input\n", " \"\", # output - leave this blank for generation!\n", " )\n", "], return_tensors = \"pt\").to(\"cuda\")\n", "outputs = model.generate(**inputs, max_new_tokens = 128, use_cache = True)\n", "tokenizer.batch_decode(outputs)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "RYh575LYOG5J", "outputId": "a79e5e85-6e16-4f28-d1b2-6ec74e445ef1" }, "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[\"Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nWhat is a famous tall tower in Paris?\\n\\n### Input:\\n\\n\\n### Response:\\nThe Eiffel Tower is a famous tall tower in Paris. It was built for the 1889 World's Fair and stands at a height of 324 meters (1,063 feet). It is one of the most recognizable landmarks in the world and is a symbol of Paris and France. It was designed by Gustave Eiffel and took two years to build. It was originally intended to be a temporary structure, but it became an instant icon of the city and was left standing after the fair. Today, it is one of the most visited attractions in the world, with over 7 million visitors per year. It is also\"]" ] }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "markdown", "metadata": { "id": "AEEcJ4qfC7Lp" }, "source": [ "Now if you want to load the LoRA adapters we just saved for inference, set `False` to `True`:" ] }, { "cell_type": "markdown", "metadata": { "id": "QQMjaNrjsU5_" }, "source": [ "You can also use Hugging Face's `AutoModelForPeftCausalLM`. Only use this if you do not have `unsloth` installed. It can be hopelessly slow, since `4bit` model downloading is not supported, and Unsloth's **inference is 2x faster**." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "yFfaXG0WsQuE" }, "outputs": [], "source": [ "## If using model.save_pretrained(\"lora_model\") # Local saving\n", "if False:\n", " # I highly do NOT suggest - use Unsloth if possible\n", " from peft import AutoPeftModelForCausalLM\n", " from transformers import AutoTokenizer\n", " model = AutoPeftModelForCausalLM.from_pretrained(\n", " \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n", " load_in_4bit = load_in_4bit,\n", " )\n", " tokenizer = AutoTokenizer.from_pretrained(\"lora_model\")" ] }, { "cell_type": "markdown", "metadata": { "id": "f422JgM9sdVT" }, "source": [ "### Saving to float16 for VLLM\n", "\n", "We also support saving to `float16` directly. Select `merged_16bit` for float16 or `merged_4bit` for int4. We also allow `lora` adapters as a fallback. Use `push_to_hub_merged` to upload to your Hugging Face account! You can go to https://huggingface.co/settings/tokens for your personal tokens." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "iHjt_SMYsd3P", "colab": { "base_uri": "https://localhost:8080/", "height": 416, "referenced_widgets": [ "f101db4a17c847879c48e2f01f96559f", "18a6827c274f4ef6a4e84d17e789a5cd", "41b11a2dcf864b66a30c83866a1fba4a", "2c604a970e874d05a14f165bdaba27fa", "85069b723db34113b92566b635cd8754", "6518ef5c0c804cf3ad4f6de767bfcbab", "66fa451e182446708f7b35548b87711f", "252967d7ddb54c7dba38cf5855c9d9a5", "83f46a4e38c34c3f95a503578fbae78b", "9d611d276d3d42a9a58e25ea00d1eb06", "bc7b16ff768946129290ca85096ad6f0", "457bbe1799934ce28abd21e16f47c5c9", "7d0102fea1c4480fb301ca68ddaac65c", "cdd988e2a6114dff85bb0c84879c6b89", "2339d6c031c340adbdff73662975f489", "71a471ed1daa4e4f896335ee37ca831b", "502b047f70754a1e9d3bc8fe3c7488e8", "99ac9491813d4a18a57cb71a03f3ff1d", "d087b892af364186af9bfb6cdd70257c", "1d4dad4b08ad4e3c80bd26d9978de5e2", "57191e16a3754846a1864c2311fe795c", "dbbfef4ea9684a4fa07f69cc6c1d4dde", "28f4862bd7794b2c9ce6e58f2a50950f", "01a828356f1c42eea66cbe77350f31ad", "e852c630709d4591adb81340bfc57648", "281287dae9fa4d12a143845b2ed56e74", "88fa58f9f624483dad6ae3a7f14718d8", "81e898fa625f4235804a90eeadb1e938", "ec120b98ff1f4295bdcc063041356313", "c8d84300d311479fa73e236a403ea7cb", "6a09c698b6c54c7c8da004c0fd579e40", "2a4c03dede64470e87a84f85c34a7ce9", "691a85988bd74c799134600c7cf1372c", "839ce0b4013043298b0b4ad20c01eb75", "33dc1f82fd83409d80808cd980a6810a", "0218069749d64c5aa74710332e922833", "6b2891bc01f64e578f27a2e01d6865d9", "841b93edb68b46169d5d5521a58c1e80", "3a74f36e41464fd2839898ae27b2047d", "23f1af3fbc354209b0ea003cde9de099", "7396c58bad9244e284906bd2bd7a0513", "82131f145860448b8d01a7b1d1930fd5", "a17904ca1f84428987a88b5e055b16ac", "eb1f935e432540599f3f363fbdc97203", "9246eecd1b074f29b9c505ae360867fe", "c48e67b501a04096a6063da2580a39e2", "dd3377b02f2f4278b94545a502b7bf7f", "0c21aad5bdf645e3b8c8d7b909d4cf5a", "969b614f43b3418aa06dc3dc4a9ef81b", "763da6b7923b4bc6a3041012990e807f", "f4b1d3f3735e455b8b14f81e0abbaa6a", "daa09d380ec04616b4d0cb69f4f1475d", "21e62509b883458193b28865134d7efc", "d076ae06437547a5bcef7127dd75c20d", "b1f2b7c0fc624defacec7a8457d68bf2" ] }, "outputId": "acc20f6c-84ae-4317-b1bf-71d4df5c750d" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Unsloth: Kaggle/Colab has limited disk space. We need to delete the downloaded\n", "model which will save 4-16GB of disk space, allowing you to save on Kaggle/Colab.\n", "Unsloth: Will remove a cached repo with size 16.1G\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Unsloth: Merging 4bit and LoRA weights to 16bit...\n", "Unsloth: Will use up to 62.84 out of 83.48 RAM for saving.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 32/32 [00:00<00:00, 75.76it/s]\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Unsloth: Saving to organization with address kevinkawchak/Meta-Llama-3-8B-Instruct-LoRA-A4\n", "Unsloth: Saving tokenizer... Done.\n", "Unsloth: Saving model... This might take 5 minutes for Llama-7b...\n", "Unsloth: Saving to organization with address kevinkawchak/Meta-Llama-3-8B-Instruct-LoRA-A4\n", "Unsloth: Uploading all files... Please wait...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "model-00004-of-00004.safetensors: 0%| | 0.00/1.17G [00:00\n", " \n", " \n", " Support our work if you can! Thanks!\n", "" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "zmdJjv6-GarM" }, "outputs": [], "source": [ "# from google.colab import runtime\n", "# runtime.unassign()" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "A100", "machine_shape": "hm", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "d584de303cfa4f97963d11802bc8ae8a": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_859167457287478e96834f4221a4b7cb", 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