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- {
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- "nbformat": 4,
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- "nbformat_minor": 0,
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- "metadata": {
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- "colab": {
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- "provenance": [],
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- "machine_shape": "hm",
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- "gpuType": "V100"
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- },
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- "kernelspec": {
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- "name": "python3",
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- "display_name": "Python 3"
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- },
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- "language_info": {
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- "name": "python"
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- },
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- "accelerator": "GPU"
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- },
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- "cells": [
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- {
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- "cell_type": "markdown",
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- "source": [
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- "## ้€š่ฟ‡ColabๅฏๅŠจWeb Demo\n",
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- "\n",
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- "ๆœฌnotebookๆไพ›ไบ†ไฝฟ็”จColabไธญ็š„GPUๆžถ่ฎพๅŸบไบŽGradio็š„demo็คบไพ‹ใ€‚\n",
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- "\n",
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- "้กน็›ฎๅœฐๅ€๏ผšhttps://github.com/ymcui/Chinese-LLaMA-Alpaca-2\n",
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- "\n",
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- "ๅฏๅŠจๅ‰ๅ‡†ๅค‡๏ผš\n",
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- "- V100/A100๏ผšๅฏ็›ดๆŽฅๅŠ ่ฝฝ7Bๆจกๅž‹\n",
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- "- T4๏ผš้œ€่ฆๅฏ็”จ8bitๅŠ ่ฝฝ๏ผˆ่งไปฅไธ‹ๅฏๅŠจ่ฏดๆ˜Ž๏ผ‰"
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- ],
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- "metadata": {
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- "id": "xidqUxwtsBnl"
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- }
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- },
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- {
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- "cell_type": "markdown",
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- "source": [
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- "### ๅ…‹้š†ไปฃ็ ๅนถๅฎ‰่ฃ…ไพ่ต–"
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- ],
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- "metadata": {
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- "id": "BNc29-zks3p5"
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- }
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- },
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- {
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- "cell_type": "code",
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- "execution_count": 1,
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- "metadata": {
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- "colab": {
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- "base_uri": "https://localhost:8080/"
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- },
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- "id": "zPqpnapOr70x",
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- "outputId": "e297adf1-b934-492d-ff97-4f1c2c8c738a"
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- },
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- "outputs": [
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- "output_type": "stream",
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- "text": [
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- "Cloning into 'Chinese-LLaMA-Alpaca-2'...\n",
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- "remote: Enumerating objects: 242, done.\u001b[K\n",
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- "remote: Total 242 (delta 37), reused 39 (delta 18), pack-reused 158\u001b[K\n",
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- "Collecting git+https://github.com/huggingface/peft.git@13e53fc (from -r Chinese-LLaMA-Alpaca-2/requirements.txt (line 2))\n",
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- " Cloning https://github.com/huggingface/peft.git (to revision 13e53fc) to /tmp/pip-req-build-edd6aj5p\n",
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- " Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft.git /tmp/pip-req-build-edd6aj5p\n",
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- "\u001b[33m WARNING: Did not find branch or tag '13e53fc', assuming revision or ref.\u001b[0m\u001b[33m\n",
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- "\u001b[0m Running command git checkout -q 13e53fc\n",
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- " Resolved https://github.com/huggingface/peft.git to commit 13e53fc\n",
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- " Found existing installation: mdit-py-plugins 0.4.0\n",
259
- " Uninstalling mdit-py-plugins-0.4.0:\n",
260
- " Successfully uninstalled mdit-py-plugins-0.4.0\n",
261
- "Successfully installed aiofiles-23.1.0 fastapi-0.100.1 ffmpy-0.3.1 gradio-3.39.0 gradio-client-0.3.0 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 orjson-3.9.2 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n"
262
- ]
263
- }
264
- ],
265
- "source": [
266
- "!git clone https://github.com/ymcui/Chinese-LLaMA-Alpaca-2.git\n",
267
- "!pip install -r Chinese-LLaMA-Alpaca-2/requirements.txt\n",
268
- "!pip install gradio"
269
- ]
270
- },
271
- {
272
- "cell_type": "markdown",
273
- "source": [
274
- "### ไธ‹่ฝฝAlpaca-2-7BๅฎŒๆ•ดๆจกๅž‹"
275
- ],
276
- "metadata": {
277
- "id": "aqD4OUDBtaKM"
278
- }
279
- },
280
- {
281
- "cell_type": "code",
282
- "source": [
283
- "!git clone https://huggingface.co/ziqingyang/chinese-alpaca-2-7b"
284
- ],
285
- "metadata": {
286
- "colab": {
287
- "base_uri": "https://localhost:8080/"
288
- },
289
- "id": "4R7_FhEUtfFq",
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- "outputId": "321d12ae-9a56-47bc-8d0e-c2adc35e3c1d"
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- },
292
- "execution_count": 2,
293
- "outputs": [
294
- {
295
- "output_type": "stream",
296
- "name": "stdout",
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- "text": [
298
- "Cloning into 'chinese-alpaca-2-7b'...\n",
299
- "remote: Enumerating objects: 18, done.\u001b[K\n",
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- "remote: Counting objects: 5% (1/18)\u001b[K\rremote: Counting objects: 11% (2/18)\u001b[K\rremote: Counting objects: 16% (3/18)\u001b[K\rremote: Counting objects: 22% (4/18)\u001b[K\rremote: Counting objects: 27% (5/18)\u001b[K\rremote: Counting objects: 33% (6/18)\u001b[K\rremote: Counting objects: 38% (7/18)\u001b[K\rremote: Counting objects: 44% (8/18)\u001b[K\rremote: Counting objects: 50% (9/18)\u001b[K\rremote: Counting objects: 55% (10/18)\u001b[K\rremote: Counting objects: 61% (11/18)\u001b[K\rremote: Counting objects: 66% (12/18)\u001b[K\rremote: Counting objects: 72% (13/18)\u001b[K\rremote: Counting objects: 77% (14/18)\u001b[K\rremote: Counting objects: 83% (15/18)\u001b[K\rremote: Counting objects: 88% (16/18)\u001b[K\rremote: Counting objects: 94% (17/18)\u001b[K\rremote: Counting objects: 100% (18/18)\u001b[K\rremote: Counting objects: 100% (18/18), done.\u001b[K\n",
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- "remote: Compressing objects: 5% (1/17)\u001b[K\rremote: Compressing objects: 11% (2/17)\u001b[K\rremote: Compressing objects: 17% (3/17)\u001b[K\rremote: Compressing objects: 23% (4/17)\u001b[K\rremote: Compressing objects: 29% (5/17)\u001b[K\rremote: Compressing objects: 35% (6/17)\u001b[K\rremote: Compressing objects: 41% (7/17)\u001b[K\rremote: Compressing objects: 47% (8/17)\u001b[K\rremote: Compressing objects: 52% (9/17)\u001b[K\rremote: Compressing objects: 58% (10/17)\u001b[K\rremote: Compressing objects: 64% (11/17)\u001b[K\rremote: Compressing objects: 70% (12/17)\u001b[K\rremote: Compressing objects: 76% (13/17)\u001b[K\rremote: Compressing objects: 82% (14/17)\u001b[K\rremote: Compressing objects: 88% (15/17)\u001b[K\rremote: Compressing objects: 94% (16/17)\u001b[K\rremote: Compressing objects: 100% (17/17)\u001b[K\rremote: Compressing objects: 100% (17/17), done.\u001b[K\n",
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- "remote: Total 18 (delta 2), reused 0 (delta 0), pack-reused 0\u001b[K\n",
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- "Unpacking objects: 100% (18/18), 4.58 KiB | 1.14 MiB/s, done.\n",
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- "Filtering content: 100% (3/3), 4.90 GiB | 24.03 MiB/s, done.\n",
305
- "Encountered 1 file(s) that may not have been copied correctly on Windows:\n",
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- "\tpytorch_model-00001-of-00002.bin\n",
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- "\n",
308
- "See: `git lfs help smudge` for more details.\n"
309
- ]
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- }
311
- ]
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- },
313
- {
314
- "cell_type": "markdown",
315
- "source": [
316
- "### ๅฏๅŠจDemo\n"
317
- ],
318
- "metadata": {
319
- "id": "EZCv3HS3tohu"
320
- }
321
- },
322
- {
323
- "cell_type": "code",
324
- "source": [
325
- "!python Chinese-LLaMA-Alpaca-2/scripts/inference/gradio_demo.py --base_model /content/chinese-alpaca-2-7b --load_in_8bit"
326
- ],
327
- "metadata": {
328
- "colab": {
329
- "base_uri": "https://localhost:8080/"
330
- },
331
- "id": "l9lURhKSuJVM",
332
- "outputId": "ef5ea01e-e5bb-4ceb-dcc3-4af5e4083027"
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- },
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- "execution_count": 23,
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- "outputs": [
336
- {
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- "output_type": "stream",
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- "name": "stdout",
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- "text": [
340
- "\n",
341
- "===================================BUG REPORT===================================\n",
342
- "Welcome to bitsandbytes. For bug reports, please run\n",
343
- "\n",
344
- "python -m bitsandbytes\n",
345
- "\n",
346
- " and submit this information together with your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n",
347
- "================================================================================\n",
348
- "bin /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda118_nocublaslt.so\n",
349
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: /usr/lib64-nvidia did not contain ['libcudart.so', 'libcudart.so.11.0', 'libcudart.so.12.0'] as expected! Searching further paths...\n",
350
- " warn(msg)\n",
351
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/sys/fs/cgroup/memory.events /var/colab/cgroup/jupyter-children/memory.events')}\n",
352
- " warn(msg)\n",
353
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('8013'), PosixPath('http'), PosixPath('//172.28.0.1')}\n",
354
- " warn(msg)\n",
355
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('//colab.research.google.com/tun/m/cc48301118ce562b961b3c22d803539adc1e0c19/gpu-v100-hm-2ecbo83kb4j2y --tunnel_background_save_delay=10s --tunnel_periodic_background_save_frequency=30m0s --enable_output_coalescing=true --output_coalescing_required=true'), PosixPath('--logtostderr --listen_host=172.28.0.12 --target_host=172.28.0.12 --tunnel_background_save_url=https')}\n",
356
- " warn(msg)\n",
357
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/env/python')}\n",
358
- " warn(msg)\n",
359
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('//ipykernel.pylab.backend_inline'), PosixPath('module')}\n",
360
- " warn(msg)\n",
361
- "CUDA_SETUP: WARNING! libcudart.so not found in any environmental path. Searching in backup paths...\n",
362
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: Found duplicate ['libcudart.so', 'libcudart.so.11.0', 'libcudart.so.12.0'] files: {PosixPath('/usr/local/cuda/lib64/libcudart.so.11.0'), PosixPath('/usr/local/cuda/lib64/libcudart.so')}.. We'll flip a coin and try one of these, in order to fail forward.\n",
363
- "Either way, this might cause trouble in the future:\n",
364
- "If you get `CUDA error: invalid device function` errors, the above might be the cause and the solution is to make sure only one ['libcudart.so', 'libcudart.so.11.0', 'libcudart.so.12.0'] in the paths that we search based on your env.\n",
365
- " warn(msg)\n",
366
- "CUDA SETUP: CUDA runtime path found: /usr/local/cuda/lib64/libcudart.so.11.0\n",
367
- "CUDA SETUP: Highest compute capability among GPUs detected: 7.0\n",
368
- "CUDA SETUP: Detected CUDA version 118\n",
369
- "/usr/local/lib/python3.10/dist-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: Compute capability < 7.5 detected! Only slow 8-bit matmul is supported for your GPU!\n",
370
- " warn(msg)\n",
371
- "CUDA SETUP: Loading binary /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda118_nocublaslt.so...\n",
372
- "2023-08-02 06:10:09.023871: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
373
- "USE_MEM_EFF_ATTENTION: True\n",
374
- "STORE_KV_BEFORE_ROPE: False\n",
375
- "Apply NTK scaling with ALPHA=1.0\n",
376
- "You are using the legacy behaviour of the <class 'transformers.models.llama.tokenization_llama.LlamaTokenizer'>. This means that tokens that come after special tokens will not be properly handled. We recommend you to read the related pull request available at https://github.com/huggingface/transformers/pull/24565\n",
377
- "Loading checkpoint shards: 100% 2/2 [01:08<00:00, 34.32s/it]\n",
378
- "Vocab of the base model: 55296\n",
379
- "Vocab of the tokenizer: 55296\n",
380
- "/content/Chinese-LLaMA-Alpaca-2/scripts/inference/gradio_demo.py:444: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
381
- " user_input = gr.Textbox(\n",
382
- "Running on local URL: http://0.0.0.0:19324\n",
383
- "Running on public URL: https://70d599ba8bb44ae10a.gradio.live\n",
384
- "\n",
385
- "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n",
386
- "Keyboard interruption in main thread... closing server.\n",
387
- "Traceback (most recent call last):\n",
388
- " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 2133, in block_thread\n",
389
- " time.sleep(0.1)\n",
390
- "KeyboardInterrupt\n",
391
- "\n",
392
- "During handling of the above exception, another exception occurred:\n",
393
- "\n",
394
- "Traceback (most recent call last):\n",
395
- " File \"/content/Chinese-LLaMA-Alpaca-2/scripts/inference/gradio_demo.py\", line 538, in <module>\n",
396
- " demo.queue().launch(\n",
397
- " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 2049, in launch\n",
398
- " self.block_thread()\n",
399
- " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 2137, in block_thread\n",
400
- " self.server.close()\n",
401
- " File \"/usr/local/lib/python3.10/dist-packages/gradio/networking.py\", line 49, in close\n",
402
- " self.thread.join()\n",
403
- " File \"/usr/lib/python3.10/threading.py\", line 1096, in join\n",
404
- " self._wait_for_tstate_lock()\n",
405
- " File \"/usr/lib/python3.10/threading.py\", line 1116, in _wait_for_tstate_lock\n",
406
- " if lock.acquire(block, timeout):\n",
407
- "KeyboardInterrupt\n",
408
- "Killing tunnel 0.0.0.0:19324 <> https://70d599ba8bb44ae10a.gradio.live\n",
409
- "^C\n"
410
- ]
411
- }
412
- ]
413
- },
414
- {
415
- "cell_type": "markdown",
416
- "source": [
417
- "ๅฏๅŠจไน‹ๅŽ๏ผŒๆ—ฅๅฟ—ไธญ็š„\n",
418
- "```\n",
419
- "Running on public URL: https://70d599ba8bb44ae10a.gradio.live\n",
420
- "```\n",
421
- "ๅฐฑๆ˜ฏๅฏไปฅๅœจ็บฟไฝ“้ชŒ็š„demo้“พๆŽฅ๏ผˆๆฏๆฌก้ƒฝไธไธ€ๆ ท๏ผ‰ใ€‚็”จๅฎŒ่ฎฐๅพ—ๅŠๆ—ถๅ…ณ้—ญๅ’Œๅˆ ้™ค่ฟ่กŒๆ—ถ๏ผŒไปฅๅ…ไธๅฟ…่ฆ็š„ๆตช่ดนใ€‚\n",
422
- "\n",
423
- "\n"
424
- ],
425
- "metadata": {
426
- "id": "S4BLss6S0AuD"
427
- }
428
- }
429
- ]
430
- }