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humanfriendly, dill, nvidia-cusparse-cu12, nvidia-cudnn-cu12, multiprocess, coloredlogs, nvidia-cusolver-cu12, transformers, torch, datasets, accelerate, optimum, airllm\n", + " Attempting uninstall: transformers\n", + " Found existing installation: transformers 4.35.2\n", + " Uninstalling transformers-4.35.2:\n", + " Successfully uninstalled transformers-4.35.2\n", + " Attempting uninstall: torch\n", + " Found existing installation: torch 2.1.0+cu121\n", + " Uninstalling torch-2.1.0+cu121:\n", + " Successfully uninstalled torch-2.1.0+cu121\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 2.1.0+cu121 requires torch==2.1.0, but you have torch 2.1.2 which is incompatible.\n", + "torchdata 0.7.0 requires torch==2.1.0, but you have torch 2.1.2 which is incompatible.\n", + "torchtext 0.16.0 requires torch==2.1.0, but you have torch 2.1.2 which is incompatible.\n", + "torchvision 0.16.0+cu121 requires torch==2.1.0, but you have torch 2.1.2 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed accelerate-0.25.0 airllm-2.6 coloredlogs-15.0.1 datasets-2.15.0 dill-0.3.7 humanfriendly-10.0 multiprocess-0.70.15 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.18.1 nvidia-nvjitlink-cu12-12.3.101 nvidia-nvtx-cu12-12.1.105 optimum-1.16.1 pyarrow-hotfix-0.6 sentencepiece-0.1.99 torch-2.1.2 transformers-4.36.2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip list | grep transformers" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ppWxaXVz2ues", + "outputId": "52b8acd5-b5f7-4e8e-f13e-c5598dc3aeeb" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "transformers 4.36.2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip list | grep torch" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0IB_Hk_N2xrX", + "outputId": "dbfd1efb-8c9b-43bc-ccb1-4a40d7c8d640" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "torch 2.1.2\n", + "torchaudio 2.1.0+cu121\n", + "torchdata 0.7.0\n", + "torchsummary 1.5.1\n", + "torchtext 0.16.0\n", + "torchvision 0.16.0+cu121\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# copy local code for debugging\n", + "#!pip show airllm\n", + "#!cp ./*.py /usr/local/lib/python3.10/dist-packages/airllm/\n", + "#!rm ./airllm.py" + ], + "metadata": { + "id": "BZAkVJczEQ-y" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# test Platypus2" + ], + "metadata": { + "id": "GBGevKQvEMi1" + } + }, + { + "cell_type": "code", + "source": [ + "from airllm import AutoModel\n", + "\n", + "MAX_LENGTH = 128\n", + "# could use hugging face model repo id:\n", + "model = AutoModel.from_pretrained(\"garage-bAInd/Platypus2-7B\", profiling_mode=True)\n", + "#model = AirLLMLlama2(\"garage-bAInd/Platypus2-7B\", profiling_mode=False)\n", + "\n", + "# or use model's local path...\n", + "#model = AirLLMLlama2(\"/home/ubuntu/.cache/huggingface/hub/models--garage-bAInd--Platypus2-70B-instruct/snapshots/b585e74bcaae02e52665d9ac6d23f4d0dbc81a0f\")\n", + "\n", + "input_text = [\n", + " #'What is the capital of China?',\n", + " 'I like',\n", + " ]\n", + "\n", + "input_tokens = model.tokenizer(input_text,\n", + " return_tensors=\"pt\",\n", + " return_attention_mask=False,\n", + " truncation=True,\n", + " max_length=MAX_LENGTH,\n", + " #padding=True\n", + " )\n", + "\n", + "generation_output = model.generate(\n", + " input_tokens['input_ids'].cuda(),\n", + " max_new_tokens=3,\n", + " use_cache=True,\n", + " return_dict_in_generate=True)\n", + "\n", + "model.tokenizer.decode(generation_output.sequences[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "4ad20b1910bc4632afa7a8809985cc31", + "381212702e5249e9a322e79aac1dd00d", + "37340437817344c79168d4ebefb20635", + "f8404fd57feb434889756dcb4f934a23", + "a7cb2ba7aecc47d38c61a1f310213cff", + "fd40c02058e74e0da88e1dc0d3de64a5", + "b4e662700b0d406a974fb82c0fce7905", + "c035d678e5494b21a76a6780f31f29b6", + "13cec17f65cd4a1abd5cbd0de8cbd0f4", + 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"ce623d49472a4207bbbb32636672546b", + "2586e693a47640389391a4851c4385b0", + "6c48d09aadf542f2b807fa4553381d58", + "74da273251574d58b10edf3ae618be7a" + ] + }, + "id": "eIIw0Qy_GoZt", + "outputId": "7f59c055-33c6-4e5f-dd24-f16c0ed482ac" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + ">>>> cache_utils installed\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/625 [00:00\n", + "new version of transfomer, no need to use BetterTransformer, try setting attn impl to sdpa...\n", + "attn imp: \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "cuda:0: 100%|██████████| 35/35 [01:04<00:00, 1.84s/it]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "total time for load_safe_tensor: 1.1101220474658362\n", + "total time for compression_time: 0.0007654799999841089\n", + "total time for pin_memory_to_trigger_load: 59.261908531188965\n", + "total time for load_safe_tensor_cpu_wait: 47.84440994262695\n", + "total time for create_layer_from_state_dict: 3.110097646713257\n", + "total time for kick_off_load_cpu: 0.002074718475341797\n", + "total infer process time(including all above plus gpu compute): 24.9389\n", + "total infer wall time(including all above plus gpu compute): 65.7340\n", + "new version of transfomer, no need to use BetterTransformer, try setting attn impl to sdpa...\n", + "attn imp: \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "cuda:0: 100%|██████████| 35/35 [01:03<00:00, 1.81s/it]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "total time for load_safe_tensor: 0.9445362456743851\n", + "total time for compression_time: 0.0007772079999313064\n", + "total time for pin_memory_to_trigger_load: 58.167500257492065\n", + "total time for load_safe_tensor_cpu_wait: 47.299771308898926\n", + "total time for create_layer_from_state_dict: 3.165720224380493\n", + "total time for kick_off_load_cpu: 0.002129077911376953\n", + "total infer process time(including all above plus gpu compute): 24.8441\n", + "total infer wall time(including all above plus gpu compute): 64.7308\n", + "new version of transfomer, no need to use BetterTransformer, try setting attn impl to sdpa...\n", + "attn imp: \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "cuda:0: 100%|██████████| 35/35 [01:03<00:00, 1.82s/it]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "total time for load_safe_tensor: 0.9532725070376102\n", + "total time for compression_time: 0.0008025910001094871\n", + "total time for pin_memory_to_trigger_load: 58.17424297332764\n", + "total time for load_safe_tensor_cpu_wait: 47.72071886062622\n", + "total time for create_layer_from_state_dict: 3.1395955085754395\n", + "total time for kick_off_load_cpu: 0.0021560192108154297\n", + "total infer process time(including all above plus gpu compute): 24.8212\n", + "total infer wall time(including all above plus gpu compute): 64.9236\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "' I like to think of'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# test mistral" + ], + "metadata": { + "id": "jwnmFERfREyx" + } + }, + { + "cell_type": "code", + "source": [ + "from airllm import AutoModel\n", + "\n", + "MAX_LENGTH = 128\n", + "# could use hugging face model repo id:\n", + "model = AutoModel.from_pretrained(\"mistralai/Mistral-7B-Instruct-v0.1\", profiling_mode=True)\n", + "\n", + "# or use model's local path...\n", + "#model = AirLLMLlama2(\"/home/ubuntu/.cache/huggingface/hub/models--garage-bAInd--Platypus2-70B-instruct/snapshots/b585e74bcaae02e52665d9ac6d23f4d0dbc81a0f\")\n", + "\n", + "input_text = [\n", + " #'What is the capital of China?',\n", + " 'I like',\n", + " ]\n", + "\n", + "input_tokens = model.tokenizer(input_text,\n", + " return_tensors=\"pt\",\n", + " return_attention_mask=False,\n", + " truncation=True,\n", + " max_length=MAX_LENGTH,\n", + " #padding=True\n", + " )\n", + "\n", + "generation_output = model.generate(\n", + " input_tokens['input_ids'].cuda(),\n", + " max_new_tokens=3,\n", + " use_cache=True,\n", + " return_dict_in_generate=True)\n", + "\n", + "model.tokenizer.decode(generation_output.sequences[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "0feef1a5db084d0daaf7088d9fae6767", + "f65154cf089d42e3b51a01c4d8e3dd34", + "883a336e16ac4ecb8e3095ea581d1f17", + "9ad8af9f9e8a4fdbb8ded0d1d46027ae", + 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"outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting tiktoken\n", + " Downloading tiktoken-0.5.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hCollecting einops\n", + " Downloading einops-0.7.0-py3-none-any.whl (44 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.6/44.6 kB\u001b[0m \u001b[31m3.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hCollecting transformers_stream_generator\n", + " Downloading transformers-stream-generator-0.0.4.tar.gz (12 kB)\n", + " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "Requirement already satisfied: regex>=2022.1.18 in /usr/local/lib/python3.10/dist-packages (from tiktoken) (2023.6.3)\n", + "Requirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/dist-packages (from tiktoken) (2.31.0)\n", + "Requirement already satisfied: transformers>=4.26.1 in /usr/local/lib/python3.10/dist-packages (from transformers_stream_generator) (4.36.2)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken) (3.6)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken) (2023.11.17)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (3.13.1)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (0.19.4)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (1.23.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (23.2)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (6.0.1)\n", + "Requirement already satisfied: tokenizers<0.19,>=0.14 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (0.15.0)\n", + "Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (0.4.1)\n", + "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers>=4.26.1->transformers_stream_generator) (4.66.1)\n", + "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers>=4.26.1->transformers_stream_generator) (2023.6.0)\n", + "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers>=4.26.1->transformers_stream_generator) (4.5.0)\n", + "Building wheels for collected packages: transformers_stream_generator\n", + " Building wheel for transformers_stream_generator (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for transformers_stream_generator: filename=transformers_stream_generator-0.0.4-py3-none-any.whl size=12316 sha256=d5767bd8bfc8932ede6d8f73671ea9fb2295a8d66cbd54f657c48ab3b77f0c93\n", + " Stored in directory: /root/.cache/pip/wheels/47/1d/3c/92d88493ed40c0d9be60a391eb76c9a56e9f9b7542cb789401\n", + "Successfully built transformers_stream_generator\n", + "Installing collected packages: einops, tiktoken, transformers_stream_generator\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", + "llmx 0.0.15a0 requires cohere, which is not installed.\n", + "llmx 0.0.15a0 requires openai, which is not installed.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed einops-0.7.0 tiktoken-0.5.2 transformers_stream_generator-0.0.4\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from airllm import AutoModel\n", + "\n", + "MAX_LENGTH = 128\n", + "# could use hugging face model repo id:\n", + "model = AutoModel.from_pretrained(\"Qwen/Qwen-7B\", profiling_mode=True)\n", + "\n", + "# or use model's local path...\n", + "#model = AirLLMLlama2(\"/home/ubuntu/.cache/huggingface/hub/models--garage-bAInd--Platypus2-70B-instruct/snapshots/b585e74bcaae02e52665d9ac6d23f4d0dbc81a0f\")\n", + "\n", + "input_text = [\n", + " #'What is the capital of China?',\n", + " 'I like',\n", + " ]\n", + "\n", + "input_tokens = model.tokenizer(input_text,\n", + " return_tensors=\"pt\",\n", + " return_attention_mask=False,\n", + " truncation=True,\n", + " max_length=MAX_LENGTH,\n", + " #padding=True\n", + " )\n", + "\n", + "generation_output = model.generate(\n", + " input_tokens['input_ids'].cuda(),\n", + " max_new_tokens=3,\n", + " use_cache=True,\n", + " return_dict_in_generate=True)\n", + "\n", + "model.tokenizer.decode(generation_output.sequences[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "90f9f72cfaae4c9d8084e3eb24b56f95", + "36c15f0519ac40d58f65347887d7132a", + "e63200bff926425b90364159552b1ecb", + "5fd0e76d68064f59972f389aae528c94", + "0b331befb782474ebfa2a072fb925db5", + "2f77ccb8e9f64954926ca3b5b83e589c", + "516ef70857bb47e9bdba2f7a4b1173a9", + "696d8ca21cc644909ab16d5730bfcff1", + "54214021b5d54b788dbd3e4b3e47fab3", + "08e27c8fa41c49e7b742b740ea17987a", + "50765382d9e34f7691ad61a1feb7ea76", + "8caa710cd8034b538ec76656c48c96d6", + "aae1f26cf75440739f6f17cddd6fddb1", + 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"output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/911 [00:00