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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"## Step 1: Setting Up Optimum ExecuTorch"
],
"metadata": {
"id": "JJ2zK7BTZ2no"
}
},
{
"cell_type": "code",
"source": [
"! touch /content/optimum-executorch; rm -rf /content/optimum-executorch\n",
"! git clone https://github.com/huggingface/optimum-executorch ; cd /content/optimum-executorch; pip install --pre executorch==0.6.0 torch==2.7.0 torchvision --extra-index-url \"https://download.pytorch.org/whl/test/cpu\"; pip install .; pip list"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jQiHrRPgroP1",
"outputId": "22f835bb-96b5-4d83-8abe-84ca8f6626d8"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'optimum-executorch'...\n",
"remote: Enumerating objects: 533, done.\u001b[K\n",
"remote: Counting objects: 100% (234/234), done.\u001b[K\n",
"remote: Compressing objects: 100% (114/114), done.\u001b[K\n",
"remote: Total 533 (delta 168), reused 129 (delta 116), pack-reused 299 (from 2)\u001b[K\n",
"Receiving objects: 100% (533/533), 173.70 KiB | 5.26 MiB/s, done.\n",
"Resolving deltas: 100% (275/275), done.\n",
"Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/test/cpu\n",
"Requirement already satisfied: executorch==0.6.0 in /usr/local/lib/python3.11/dist-packages (0.6.0+cpu)\n",
"Collecting torch==2.7.0\n",
" Downloading https://download.pytorch.org/whl/test/cpu/torch-2.7.0%2Bcpu-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (27 kB)\n",
"Requirement already satisfied: torchvision in /usr/local/lib/python3.11/dist-packages (0.20.0)\n",
"Requirement already satisfied: expecttest in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.3.0)\n",
"Requirement already satisfied: flatbuffers in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (25.2.10)\n",
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"Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (1.3.0)\n",
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"Requirement already satisfied: pytest-rerunfailures in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (15.0)\n",
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"Requirement already satisfied: ruamel.yaml in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.18.10)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (1.13.1)\n",
"Requirement already satisfied: tabulate in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.9.0)\n",
"Requirement already satisfied: torchao==0.10.0 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.10.0+cpu)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (4.13.1)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.18.0)\n",
"Collecting sympy (from executorch==0.6.0)\n",
" Downloading https://download.pytorch.org/whl/test/sympy-1.13.3-py3-none-any.whl.metadata (12 kB)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.4.2)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.1.6)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (2024.12.0)\n",
"INFO: pip is looking at multiple versions of torchvision to determine which version is compatible with other requirements. This could take a while.\n",
"Collecting torchvision\n",
" Downloading https://download.pytorch.org/whl/test/cpu/torchvision-0.22.0%2Bcpu-cp311-cp311-linux_x86_64.whl.metadata (6.1 kB)\n",
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"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch==0.6.0) (2025.2)\n",
"Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch==0.6.0) (2025.2)\n",
"Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.11/dist-packages (from hypothesis->executorch==0.6.0) (25.3.0)\n",
"Requirement already satisfied: sortedcontainers<3.0.0,>=2.1.0 in /usr/local/lib/python3.11/dist-packages (from hypothesis->executorch==0.6.0) (2.4.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch==2.7.0) (3.0.2)\n",
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"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=2.2.2->executorch==0.6.0) (1.17.0)\n",
"Downloading https://download.pytorch.org/whl/test/cpu/torch-2.7.0%2Bcpu-cp311-cp311-manylinux_2_28_x86_64.whl (176.0 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m176.0/176.0 MB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hDownloading https://download.pytorch.org/whl/test/cpu/torchvision-0.22.0%2Bcpu-cp311-cp311-linux_x86_64.whl (2.0 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hDownloading https://download.pytorch.org/whl/test/sympy-1.13.3-py3-none-any.whl (6.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.2/6.2 MB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: sympy, torch, torchvision\n",
" Attempting uninstall: sympy\n",
" Found existing installation: sympy 1.13.1\n",
" Uninstalling sympy-1.13.1:\n",
" Successfully uninstalled sympy-1.13.1\n",
" Attempting uninstall: torch\n",
" Found existing installation: torch 2.5.0+cpu\n",
" Uninstalling torch-2.5.0+cpu:\n",
" Successfully uninstalled torch-2.5.0+cpu\n",
" Attempting uninstall: torchvision\n",
" Found existing installation: torchvision 0.20.0\n",
" Uninstalling torchvision-0.20.0:\n",
" Successfully uninstalled torchvision-0.20.0\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"torchaudio 2.5.0 requires torch==2.5.0, but you have torch 2.7.0+cpu which is incompatible.\n",
"fastai 2.7.19 requires torch<2.7,>=1.10, but you have torch 2.7.0+cpu which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed sympy-1.13.3 torch-2.7.0+cpu torchvision-0.22.0+cpu\n",
"Processing /content/optimum-executorch\n",
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: optimum~=1.24 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (1.24.0)\n",
"Requirement already satisfied: executorch!=0.5.0,>=0.4.0 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (0.6.0+cpu)\n",
"Requirement already satisfied: transformers==4.51.0 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (4.51.0)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (3.18.0)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.30.0 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.30.1)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2.2.4)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (24.2)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (6.0.2)\n",
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2024.11.6)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2.32.3)\n",
"Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.21.1)\n",
"Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.5.3)\n",
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"Requirement already satisfied: expecttest in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.3.0)\n",
"Requirement already satisfied: flatbuffers in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (25.2.10)\n",
"Requirement already satisfied: hypothesis in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (6.131.0)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2025.1.31)\n",
"Requirement already satisfied: ruamel.yaml.clib>=0.2.7 in /usr/local/lib/python3.11/dist-packages (from ruamel.yaml->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.2.12)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=2.2.2->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (1.17.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch>=1.11->optimum~=1.24->optimum-executorch==0.0.0.dev0) (3.0.2)\n",
"Building wheels for collected packages: optimum-executorch\n",
" Building wheel for optimum-executorch (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for optimum-executorch: filename=optimum_executorch-0.0.0.dev0-py3-none-any.whl size=44746 sha256=ebc1067584b477af642c69687bd2851967b6936ba696c8b7b55a47f0abb44850\n",
" Stored in directory: /root/.cache/pip/wheels/8f/7c/a6/ff41f7e873d3e74183b74cf6c37176e23ba574ae9e795ff660\n",
"Successfully built optimum-executorch\n",
"Installing collected packages: optimum-executorch\n",
" Attempting uninstall: optimum-executorch\n",
" Found existing installation: optimum-executorch 0.0.0.dev0\n",
" Uninstalling optimum-executorch-0.0.0.dev0:\n",
" Successfully uninstalled optimum-executorch-0.0.0.dev0\n",
"Successfully installed optimum-executorch-0.0.0.dev0\n",
"Package Version\n",
"---------------------------------- -------------------\n",
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"sklearn-compat 0.1.3\n",
"sklearn-pandas 2.2.0\n",
"slicer 0.0.8\n",
"smart-open 7.1.0\n",
"smmap 5.0.2\n",
"sniffio 1.3.1\n",
"snowballstemmer 2.2.0\n",
"sortedcontainers 2.4.0\n",
"soundfile 0.13.1\n",
"soupsieve 2.6\n",
"soxr 0.5.0.post1\n",
"spacy 3.8.5\n",
"spacy-legacy 3.0.12\n",
"spacy-loggers 1.0.5\n",
"spanner-graph-notebook 1.1.6\n",
"Sphinx 8.2.3\n",
"sphinxcontrib-applehelp 2.0.0\n",
"sphinxcontrib-devhelp 2.0.0\n",
"sphinxcontrib-htmlhelp 2.1.0\n",
"sphinxcontrib-jsmath 1.0.1\n",
"sphinxcontrib-qthelp 2.0.0\n",
"sphinxcontrib-serializinghtml 2.0.0\n",
"SQLAlchemy 2.0.40\n",
"sqlglot 25.20.2\n",
"sqlparse 0.5.3\n",
"srsly 2.5.1\n",
"stanio 0.5.1\n",
"statsmodels 0.14.4\n",
"stringzilla 3.12.3\n",
"sympy 1.13.3\n",
"tables 3.10.2\n",
"tabulate 0.9.0\n",
"tbb 2022.1.0\n",
"tblib 3.1.0\n",
"tcmlib 1.3.0\n",
"tenacity 9.1.2\n",
"tensorboard 2.18.0\n",
"tensorboard-data-server 0.7.2\n",
"tensorflow 2.18.0\n",
"tensorflow-datasets 4.9.8\n",
"tensorflow_decision_forests 1.11.0\n",
"tensorflow-hub 0.16.1\n",
"tensorflow-io-gcs-filesystem 0.37.1\n",
"tensorflow-metadata 1.17.0\n",
"tensorflow-probability 0.25.0\n",
"tensorflow-text 2.18.1\n",
"tensorstore 0.1.73\n",
"termcolor 3.0.1\n",
"terminado 0.18.1\n",
"text-unidecode 1.3\n",
"textblob 0.19.0\n",
"tf_keras 2.18.0\n",
"tf-slim 1.1.0\n",
"thinc 8.3.6\n",
"threadpoolctl 3.6.0\n",
"tifffile 2025.3.30\n",
"timm 1.0.15\n",
"tinycss2 1.4.0\n",
"tokenizers 0.21.1\n",
"toml 0.10.2\n",
"toolz 0.12.1\n",
"torch 2.7.0+cpu\n",
"torchao 0.10.0+cpu\n",
"torchaudio 2.5.0\n",
"torchsummary 1.5.1\n",
"torchvision 0.22.0+cpu\n",
"tornado 6.4.2\n",
"tqdm 4.67.1\n",
"traitlets 5.7.1\n",
"traittypes 0.2.1\n",
"transformers 4.51.0\n",
"treelite 4.4.1\n",
"treescope 0.1.9\n",
"triton 3.2.0\n",
"tweepy 4.15.0\n",
"typeguard 4.4.2\n",
"typer 0.15.2\n",
"types-pytz 2025.2.0.20250326\n",
"types-setuptools 78.1.0.20250329\n",
"typing_extensions 4.13.1\n",
"typing-inspection 0.4.0\n",
"tzdata 2025.2\n",
"tzlocal 5.3.1\n",
"uc-micro-py 1.0.3\n",
"ucx-py-cu12 0.42.0\n",
"ucxx-cu12 0.42.0\n",
"umap-learn 0.5.7\n",
"umf 0.10.0\n",
"uritemplate 4.1.1\n",
"urllib3 2.3.0\n",
"vega-datasets 0.9.0\n",
"wadllib 1.3.6\n",
"wandb 0.19.9\n",
"wasabi 1.1.3\n",
"wcwidth 0.2.13\n",
"weasel 0.4.1\n",
"webcolors 24.11.1\n",
"webencodings 0.5.1\n",
"websocket-client 1.8.0\n",
"websockets 15.0.1\n",
"Werkzeug 3.1.3\n",
"wheel 0.45.1\n",
"widgetsnbextension 3.6.10\n",
"wordcloud 1.9.4\n",
"wrapt 1.17.2\n",
"wurlitzer 3.1.1\n",
"xarray 2025.1.2\n",
"xarray-einstats 0.8.0\n",
"xgboost 2.1.4\n",
"xlrd 2.0.1\n",
"xxhash 3.5.0\n",
"xyzservices 2025.1.0\n",
"yarl 1.18.3\n",
"ydf 0.11.0\n",
"yellowbrick 1.5\n",
"yfinance 0.2.55\n",
"zict 3.0.0\n",
"zipp 3.21.0\n",
"zstandard 0.23.0\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Step 2: Export to ExecuTorch"
],
"metadata": {
"id": "fC9CGHJraXYo"
}
},
{
"cell_type": "code",
"source": [
"! cd /content/optimum-executorch; optimum-cli export executorch \\\n",
" --model \"HuggingFaceTB/SmolLM2-135M\" \\\n",
" --task \"text-generation\" \\\n",
" --recipe \"xnnpack\" \\\n",
" --output_dir=\"./smollmv2_135m_custom_sdpa\" \\\n",
" --use_custom_sdpa\n",
"\n",
"! cd /content/optimum-executorch; ls -all ./smollmv2_135m_custom_sdpa"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gCVEovBPbk1p",
"outputId": "c0c5416c-8dfa-4763-d407-4ab9c9f6dd70"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2025-04-11 21:20:23.780684: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"E0000 00:00:1744406423.808206 7311 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
"E0000 00:00:1744406423.816142 7311 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
"2025-04-11 21:20:23.843321: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"config.json: 100% 704/704 [00:00<00:00, 3.09MB/s]\n",
"model.safetensors: 100% 269M/269M [00:01<00:00, 173MB/s]\n",
"/usr/local/lib/python3.11/dist-packages/executorch/exir/emit/_emitter.py:1592: UserWarning: Mutation on a buffer in the model is detected. ExecuTorch assumes buffers that are mutated in the graph have a meaningless initial state, only the shape and dtype will be serialized, unless a pass which sets meta[\"et_init_buffer\"] to True such as InitializedMutableBufferPass is run.\n",
" warnings.warn(\n",
"total 640584\n",
"drwxr-xr-x 2 root root 4096 Apr 11 21:24 .\n",
"drwxr-xr-x 10 root root 4096 Apr 11 21:20 ..\n",
"-rw-r--r-- 1 root root 655943040 Apr 11 21:24 model.pte\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from optimum.executorch import ExecuTorchModelForCausalLM\n",
"from transformers import AutoTokenizer\n",
"\n",
"# Load the exported model\n",
"model = ExecuTorchModelForCausalLM.from_pretrained(\"/content/optimum-executorch/smollmv2_135m_custom_sdpa\")\n",
"\n",
"# Initialize tokenizer and generate text\n",
"generated_text = model.text_generation(\n",
" tokenizer=AutoTokenizer.from_pretrained(\"HuggingFaceTB/SmolLM2-135M\"),\n",
" prompt=\"Simply put, the theory of relativity states that\",\n",
" max_seq_len=32\n",
")\n",
"print(generated_text)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jCJvCG5RviKF",
"outputId": "d2321adc-5e6e-4d74-8764-26bec82ae84a"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"[program.cpp:135] InternalConsistency verification requested but not available\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"PyTorchObserver {\"prompt_tokens\": 9, \"generated_tokens\": 23, \"model_load_start_ms\": 0, \"model_load_end_ms\": 0, \"inference_start_ms\": 1744406841892, \"token_encode_end_ms\": 1744406841892, \"model_execution_start_ms\": 1744406850941, \"model_execution_end_ms\": 1744406851168, \"inference_end_ms\": 1744406851169, \"prompt_eval_end_ms\": 1744406845805, \"first_token_ms\": 1744406846041, \"aggregate_sampling_time_ms\": 9271, \"SCALING_FACTOR_UNITS_PER_SECOND\": 1000}\n",
"\tPrompt Tokens: 9 Generated Tokens: 23\n",
"\tModel Load Time:\t\t0.000000 (seconds)\n",
"\tTotal inference time:\t\t9.277000 (seconds)\t\t Rate: \t2.479250 (tokens/second)\n",
"\t\tPrompt evaluation:\t3.913000 (seconds)\t\t Rate: \t2.300026 (tokens/second)\n",
"\t\tGenerated 23 tokens:\t5.364000 (seconds)\t\t Rate: \t4.287845 (tokens/second)\n",
"\tTime to first generated token:\t4.149000 (seconds)\n",
"\tSampling time over 32 tokens:\t9.271000 (seconds)\n",
"Simply put, the theory of relativity states that the speed of light is constant, regardless of the speed of the observer. This is a very important fact, because\n"
]
}
]
}
]
} |