From 821a1975683e372b93ee60d4ded5885b76ba08aa Mon Sep 17 00:00:00 2001 From: kuds Date: Sat, 6 Sep 2025 17:45:44 -0500 Subject: [PATCH 1/5] Update install libraries and fix issue with model.generate --- ...e_Llama2_13B_falcon_7B_for_Beginners.ipynb | 6786 ++++++++++++++--- 1 file changed, 5888 insertions(+), 898 deletions(-) diff --git a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb index c77e04e9..c1e129e9 100644 --- a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb +++ b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb @@ -5,8 +5,7 @@ "colab": { "provenance": [], "machine_shape": "hm", - "gpuType": "V100", - "authorship_tag": "ABX9TyP6Sb/1Gc+hvD/LiUAG9h+6", + "gpuType": "A100", "include_colab_link": true }, "kernelspec": { @@ -19,7 +18,7 @@ "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { - "d91e6c58289b4a009ec0e7a7afe39749": { + 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"placeholder": "​", - "style": "IPY_MODEL_4bd054ce5f8f4f129317f48300586443", - "value": " 19.7M/19.7M [00:00<00:00, 71.9MB/s]" + "style": "IPY_MODEL_39f6c621b1074394b7299d1c73a4b8ad", + "value": " 19.7M/19.7M [00:00<00:00, 32.5MB/s]" } }, - "45b745c2165549778d0640b7b6dcf93e": { + "005ebfd6a0fd4b19bf00abd1ef38d222": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4263,7 +4262,7 @@ "width": null } }, - "348458e6954744ffaf5a63a03c8e18f9": { + "f9d901f72db44b37918ed97e86267cdc": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4315,7 +4314,7 @@ "width": null } }, - "c92e965ecc9042faa5dec285548c8481": { + "6bcd07cc2a014bbbb246cf758dc8a115": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", @@ -4330,7 +4329,7 @@ "description_width": "" } }, - "9eee142cd0d4488d9eb05d0fafdf9561": { + 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"@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", @@ -4480,14 +4479,14 @@ "_view_name": "HBoxView", "box_style": "", "children": [ - "IPY_MODEL_767a01ad674d4328bc003889459340d2", - "IPY_MODEL_1f4e64b66dc442af89384c83cb213d97", - "IPY_MODEL_4b67b4b929064817835a2608edb8c924" + "IPY_MODEL_13c4a6fb465b4e85985021b6343b486e", + "IPY_MODEL_f1e8dd61250d4edfad26b4408c3fe473", + "IPY_MODEL_b8c9e8e92fed4cf2aee99ac33cbff8f1" ], - "layout": "IPY_MODEL_a5ae601634b74be38713ba0fc76562db" + "layout": "IPY_MODEL_324dda58b3d8478394a8eb1654ff1d28" } }, - "767a01ad674d4328bc003889459340d2": { + "13c4a6fb465b4e85985021b6343b486e": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", @@ -4502,13 +4501,13 @@ "_view_name": "HTMLView", "description": "", "description_tooltip": null, - "layout": "IPY_MODEL_d93428f90f9c45bb97f3634de33c9c49", + "layout": "IPY_MODEL_e33ec0b9bbad483587590ffb531312cb", "placeholder": "​", - "style": "IPY_MODEL_d6e455ed742f4b098801cf052edb3e5f", - "value": "Loading checkpoint shards: 100%" + "style": "IPY_MODEL_445579c9742e47ab92dd9526146cb3ea", + "value": "config.json: " } }, - "1f4e64b66dc442af89384c83cb213d97": { + "f1e8dd61250d4edfad26b4408c3fe473": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", @@ -4524,15 +4523,15 @@ "bar_style": "success", "description": "", "description_tooltip": null, - "layout": "IPY_MODEL_17fbf4edd72a4deb80c8849f8b42a9c8", - "max": 2, + "layout": "IPY_MODEL_caa59435eca74d8e8a299329148a99d7", + "max": 1, "min": 0, "orientation": "horizontal", - "style": "IPY_MODEL_ac0d9717279c45ef9d1cbafa95a1e3d2", - "value": 2 + "style": "IPY_MODEL_eb18034ad4ba4ebe8e039e3b18fc5741", + "value": 1 } }, - "4b67b4b929064817835a2608edb8c924": { + "b8c9e8e92fed4cf2aee99ac33cbff8f1": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", @@ -4547,13 +4546,13 @@ "_view_name": "HTMLView", "description": "", "description_tooltip": null, - "layout": "IPY_MODEL_6529c8dcfe4047d7909affadae0b0575", + "layout": "IPY_MODEL_1ba563cd087b4a8d9037c83a2c9445b7", "placeholder": "​", - "style": "IPY_MODEL_d1f917fd527442edbe68b3be9658532c", - "value": " 2/2 [00:53<00:00, 22.90s/it]" + "style": "IPY_MODEL_b3082786681e447b9f51f3491ed98315", + "value": " 1.05k/? [00:00<00:00, 127kB/s]" } }, - "a5ae601634b74be38713ba0fc76562db": { + "324dda58b3d8478394a8eb1654ff1d28": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4605,7 +4604,7 @@ "width": null } }, - "d93428f90f9c45bb97f3634de33c9c49": { + "e33ec0b9bbad483587590ffb531312cb": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4657,7 +4656,7 @@ "width": null } }, - "d6e455ed742f4b098801cf052edb3e5f": { + "445579c9742e47ab92dd9526146cb3ea": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", @@ -4672,7 +4671,7 @@ "description_width": "" } }, - "17fbf4edd72a4deb80c8849f8b42a9c8": { + "caa59435eca74d8e8a299329148a99d7": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4721,10 +4720,10 @@ "right": null, "top": null, "visibility": null, - "width": null + "width": "20px" } }, - "ac0d9717279c45ef9d1cbafa95a1e3d2": { + "eb18034ad4ba4ebe8e039e3b18fc5741": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", @@ -4740,7 +4739,7 @@ "description_width": "" } }, - "6529c8dcfe4047d7909affadae0b0575": { + "1ba563cd087b4a8d9037c83a2c9445b7": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", @@ -4792,7 +4791,7 @@ "width": null } }, - "d1f917fd527442edbe68b3be9658532c": { + "b3082786681e447b9f51f3491ed98315": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", @@ -4806,481 +4805,5161 @@ "_view_name": "StyleView", "description_width": "" } - } - } - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wTV-l4nMGmtU", - "outputId": "84a4ebc5-5f8d-4b12-d867-1d39bcd79f95" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: transformers==4.32.0 in /usr/local/lib/python3.10/dist-packages (4.32.0)\n", - "Requirement already satisfied: peft==0.5.0 in /usr/local/lib/python3.10/dist-packages (0.5.0)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (3.12.4)\n", - "Requirement already satisfied: huggingface-hub<1.0,>=0.15.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (0.18.0)\n", - "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (1.23.5)\n", - "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (23.2)\n", - "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (6.0.1)\n", - "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (2023.6.3)\n", - "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (2.31.0)\n", - "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.32.0) (0.13.3)\n", - "Requirement already satisfied: safetensors>=0.3.1 in 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install peft\n", - "!pip install datasets\n", - "!pip install bitsandbytes" - ] - }, - { - "cell_type": "code", - "source": [ - "#for the `load_in_8bit=True` error\n", - "!pip install protobuf transformers==4.32.0 cpm_kernels torch>=2.0 gradio mdtex2html sentencepiece accelerate" - ], - "metadata": { - "id": "Mtui5C82IwR-" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Inference with Single Task: Sentiment" - ], - "metadata": { - "id": "uTyL2Ct70bmo" - } - }, - { - "cell_type": "code", - "source": [ - "from transformers import AutoModel, AutoTokenizer, AutoModelForCausalLM, LlamaForCausalLM, LlamaTokenizerFast\n", - "from peft import PeftModel # 0.5.0" - ], - "metadata": { - "id": "UFzsvG4ZbXVO" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# Load Models\n", - "base_model = \"NousResearch/Llama-2-13b-hf\"\n", - "peft_model = \"FinGPT/fingpt-sentiment_llama2-13b_lora\"\n", - "tokenizer = LlamaTokenizerFast.from_pretrained(base_model, trust_remote_code=True)\n", - "tokenizer.pad_token = tokenizer.eos_token\n", - "model = LlamaForCausalLM.from_pretrained(base_model, trust_remote_code=True, device_map = \"cuda:0\", load_in_8bit = True,)\n", - "model = PeftModel.from_pretrained(model, peft_model)\n", - "model = model.eval()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 542, - "referenced_widgets": [ - "d91e6c58289b4a009ec0e7a7afe39749", - "5d1003fac344490b91ca4d6aa4828451", - "41b0f2bc50684e1586efec7ca30b5569", - "a8a2790885fe423990c57e6dee9560b6", - "9b324cf7ce0d477094b86434c54a8615", - "ee29fab7aa354c5fbed36d0fc9a4401d", - "8637b3182bee44089b116eeddea74ed3", - "0034c0aa9a2f431cacfa963a076f90a4", - "4637d86046834689b7f5033406d7c487", - "335e170ac0574854a148ec3e3a9e1717", - "c06d41a499a84a859e076eacccaed40c", - "b11cbcc9fe1f4f2da4804ca859947050", - "b5d98075eeea41c5a44ff37880b40591", - 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"id": "ZMxTm7wFYrla", - "outputId": "baaf81ce-d002-4694-f5f9-0ffc0279d1f8" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "(…)3b-hf/resolve/main/tokenizer_config.json: 0%| | 0.00/746 [00:00\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wTV-l4nMGmtU", + "outputId": "89922919-0403-4f59-a968-5d11718e5b03" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (4.56.0)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers) (3.19.1)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.34.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.34.4)\n", + "Requirement already satisfied: numpy>=1.17 in 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in /usr/local/lib/python3.12/dist-packages (from torch) (9.10.2.21)\n", + "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.4.1)\n", + "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch) (11.3.0.4)\n", + "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch) (10.3.7.77)\n", + "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch) (11.7.1.2)\n", + "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch) (12.5.4.2)\n", + "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch) (0.7.1)\n", + "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch) 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aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (0.3.2)\n", + "Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (1.20.1)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.17.0)\n", + "Collecting bitsandbytes\n", + " Downloading bitsandbytes-0.47.0-py3-none-manylinux_2_24_x86_64.whl.metadata (11 kB)\n", + "Requirement already satisfied: torch<3,>=2.2 in /usr/local/lib/python3.12/dist-packages (from bitsandbytes) (2.8.0+cu126)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from bitsandbytes) (2.0.2)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from torch<3,>=2.2->bitsandbytes) (3.19.1)\n", + "Requirement already satisfied: typing-extensions>=4.10.0 in 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install datasets\n", + "!pip install bitsandbytes" + ] + }, + { + "cell_type": "code", + "source": [ + "#for the `load_in_8bit=True` error\n", + "!pip install protobuf transformers cpm_kernels torch gradio mdtex2html sentencepiece accelerate" + ], + "metadata": { + "id": "Mtui5C82IwR-", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "08bdbce4-ffbd-4507-960d-edff153e4897" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: protobuf in /usr/local/lib/python3.12/dist-packages (5.29.5)\n", + "Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (4.56.0)\n", + "Collecting cpm_kernels\n", + " Downloading cpm_kernels-1.0.11-py3-none-any.whl.metadata (1.2 kB)\n", + "Requirement already satisfied: torch in /usr/local/lib/python3.12/dist-packages (2.8.0+cu126)\n", + "Requirement already satisfied: gradio in /usr/local/lib/python3.12/dist-packages 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"base_model = \"NousResearch/Llama-2-13b-hf\"\n", + "peft_model = \"FinGPT/fingpt-sentiment_llama2-13b_lora\"\n", + "tokenizer = LlamaTokenizerFast.from_pretrained(base_model, trust_remote_code=True)\n", + "tokenizer.pad_token = tokenizer.eos_token\n", + "quantization_config = BitsAndBytesConfig(load_in_8bit=True)\n", + "model = LlamaForCausalLM.from_pretrained(base_model,\n", + " trust_remote_code=True,\n", + " device_map = \"cuda:0\",\n", + " quantization_config=quantization_config)\n", + "model = PeftModel.from_pretrained(model, peft_model)\n", + "model = model.eval()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 555, + "referenced_widgets": [ + "711e7aaa603e47fdac7fe3524bce9928", + "d2e5f205ae6749daa97fa8aa0a414510", + "7ec9f33bfb884bc080b86b216503cb53", + "b25e1887b7e74f169b21094d3bd78956", + "0090763522254605aacdbfdbe3ecec1f", + "193202a7e964475dad2465ef8d827d48", + "5aa9a402c074482cbc57f1064248d044", + "f4a3059b3f5b4e5197a51f701a6395c9", 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"text/plain": [ + "tokenizer_config.json: 0%| | 0.00/746 [00:00 Date: Sat, 6 Sep 2025 17:51:24 -0500 Subject: [PATCH 2/5] Update Colab link in Jupyter notebook --- FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb index c1e129e9..0098676a 100644 --- a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb +++ b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb @@ -2,6 +2,7 @@ "nbformat": 4, "nbformat_minor": 0, "metadata": { + "state": {}, "colab": { "provenance": [], "machine_shape": "hm", @@ -9263,7 +9264,7 @@ "colab_type": "text" }, "source": [ - "\"Open" + "\"Open" ] }, { @@ -10802,4 +10803,4 @@ "outputs": [] } ] -} \ No newline at end of file +} From 6c55e95ae5984403cd8fa9794805b69882ad2bb8 Mon Sep 17 00:00:00 2001 From: kuds Date: Sat, 6 Sep 2025 17:52:04 -0500 Subject: [PATCH 3/5] Refactor notebook metadata for widget state --- FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb index 0098676a..549af06b 100644 --- a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb +++ b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb @@ -2,7 +2,6 @@ "nbformat": 4, "nbformat_minor": 0, "metadata": { - "state": {}, "colab": { "provenance": [], "machine_shape": "hm", @@ -18,6 +17,7 @@ }, "accelerator": "GPU", "widgets": { + "state": {}, "application/vnd.jupyter.widget-state+json": { "711e7aaa603e47fdac7fe3524bce9928": { "model_module": "@jupyter-widgets/controls", From 45d44e791a6d5030ef37a8c7e56c5c39591b776f Mon Sep 17 00:00:00 2001 From: kuds Date: Sat, 6 Sep 2025 17:57:29 -0500 Subject: [PATCH 4/5] Clear cell outputs --- 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triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (3.4.0)\n", - "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers->peft) (2024.11.6)\n", - "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers->peft) (0.22.0)\n", - "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.13.0->peft) (1.3.0)\n", - "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=1.13.0->peft) (3.0.2)\n", - "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (3.4.3)\n", - "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (3.10)\n", - "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (2.5.0)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (2025.8.3)\n", - "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.12/dist-packages (0.2.1)\n", - "Requirement already satisfied: accelerate in /usr/local/lib/python3.12/dist-packages (1.10.1)\n", - "Requirement already satisfied: numpy<3.0.0,>=1.17 in /usr/local/lib/python3.12/dist-packages (from accelerate) (2.0.2)\n", - "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from accelerate) (25.0)\n", - "Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from accelerate) (5.9.5)\n", - "Requirement already satisfied: pyyaml in /usr/local/lib/python3.12/dist-packages (from accelerate) (6.0.2)\n", - "Requirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from accelerate) (2.8.0+cu126)\n", - "Requirement already satisfied: huggingface_hub>=0.21.0 in /usr/local/lib/python3.12/dist-packages (from accelerate) (0.34.4)\n", - "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from accelerate) (0.6.2)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (3.19.1)\n", - "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (2025.3.0)\n", - "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (2.32.4)\n", - "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (4.67.1)\n", - "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (4.15.0)\n", - "Requirement already satisfied: hf-xet<2.0.0,>=1.1.3 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.21.0->accelerate) (1.1.9)\n", - "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (75.2.0)\n", - "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (1.13.3)\n", - "Requirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (3.5)\n", - "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (3.1.6)\n", - "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.80)\n", - "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (9.10.2.21)\n", - "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.4.1)\n", - "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (11.3.0.4)\n", - "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (10.3.7.77)\n", - "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (11.7.1.2)\n", - "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.5.4.2)\n", - "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (0.7.1)\n", - "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (2.27.3)\n", - "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.77)\n", - "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (12.6.85)\n", - "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (1.11.1.6)\n", - "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (3.4.0)\n", - "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=2.0.0->accelerate) (1.3.0)\n", - "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=2.0.0->accelerate) (3.0.2)\n", - "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.21.0->accelerate) (3.4.3)\n", - "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.21.0->accelerate) (3.10)\n", - "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.21.0->accelerate) (2.5.0)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.21.0->accelerate) (2025.8.3)\n", - "Requirement already satisfied: torch in /usr/local/lib/python3.12/dist-packages (2.8.0+cu126)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from torch) (3.19.1)\n", - "Requirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.12/dist-packages (from torch) (4.15.0)\n", - "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch) (75.2.0)\n", - "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch) (1.13.3)\n", - "Requirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch) (3.5)\n", - "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch) (3.1.6)\n", - "Requirement already satisfied: fsspec in /usr/local/lib/python3.12/dist-packages (from torch) (2025.3.0)\n", - "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.80)\n", - "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch) (9.10.2.21)\n", - "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.4.1)\n", - "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch) (11.3.0.4)\n", - "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch) (10.3.7.77)\n", - "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch) (11.7.1.2)\n", - "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch) (12.5.4.2)\n", - "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch) (0.7.1)\n", - "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch) (2.27.3)\n", - "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.77)\n", - "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch) (12.6.85)\n", - "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch) (1.11.1.6)\n", - "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch) (3.4.0)\n", - "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch) (1.3.0)\n", - "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch) (3.0.2)\n", - "Requirement already satisfied: peft in /usr/local/lib/python3.12/dist-packages (0.17.1)\n", - "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from peft) (2.0.2)\n", - "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from peft) (25.0)\n", - "Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from peft) (5.9.5)\n", - "Requirement already satisfied: pyyaml in /usr/local/lib/python3.12/dist-packages (from peft) (6.0.2)\n", - "Requirement already satisfied: torch>=1.13.0 in /usr/local/lib/python3.12/dist-packages (from peft) (2.8.0+cu126)\n", - "Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (from peft) (4.56.0)\n", - "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from peft) (4.67.1)\n", - "Requirement already satisfied: accelerate>=0.21.0 in /usr/local/lib/python3.12/dist-packages (from peft) (1.10.1)\n", - "Requirement already satisfied: safetensors in /usr/local/lib/python3.12/dist-packages (from peft) (0.6.2)\n", - "Requirement already satisfied: huggingface_hub>=0.25.0 in /usr/local/lib/python3.12/dist-packages (from peft) (0.34.4)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25.0->peft) (3.19.1)\n", - "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25.0->peft) (2025.3.0)\n", - "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25.0->peft) (2.32.4)\n", - "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25.0->peft) (4.15.0)\n", - "Requirement already satisfied: hf-xet<2.0.0,>=1.1.3 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25.0->peft) (1.1.9)\n", - "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (75.2.0)\n", - "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (1.13.3)\n", - "Requirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (3.5)\n", - "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (3.1.6)\n", - "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.77)\n", - "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.80)\n", - "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (9.10.2.21)\n", - "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.4.1)\n", - "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (11.3.0.4)\n", - "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (10.3.7.77)\n", - "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (11.7.1.2)\n", - "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.5.4.2)\n", - "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (0.7.1)\n", - "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (2.27.3)\n", - "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.77)\n", - "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (12.6.85)\n", - "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (1.11.1.6)\n", - "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft) (3.4.0)\n", - "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers->peft) (2024.11.6)\n", - "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers->peft) (0.22.0)\n", - "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.13.0->peft) (1.3.0)\n", - "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=1.13.0->peft) (3.0.2)\n", - "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (3.4.3)\n", - "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (3.10)\n", - "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (2.5.0)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface_hub>=0.25.0->peft) (2025.8.3)\n", - "Requirement already satisfied: datasets in /usr/local/lib/python3.12/dist-packages (4.0.0)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from datasets) (3.19.1)\n", - "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from datasets) (2.0.2)\n", - "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.12/dist-packages (from datasets) (18.1.0)\n", - "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.12/dist-packages (from datasets) (0.3.8)\n", - "Requirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (from datasets) (2.2.2)\n", - "Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.12/dist-packages (from datasets) (2.32.4)\n", - "Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.12/dist-packages (from datasets) (4.67.1)\n", - "Requirement already satisfied: xxhash in /usr/local/lib/python3.12/dist-packages (from datasets) (3.5.0)\n", - "Requirement already satisfied: multiprocess<0.70.17 in /usr/local/lib/python3.12/dist-packages (from datasets) (0.70.16)\n", - "Requirement already satisfied: fsspec<=2025.3.0,>=2023.1.0 in /usr/local/lib/python3.12/dist-packages (from fsspec[http]<=2025.3.0,>=2023.1.0->datasets) (2025.3.0)\n", - "Requirement already satisfied: huggingface-hub>=0.24.0 in /usr/local/lib/python3.12/dist-packages (from datasets) (0.34.4)\n", - "Requirement already satisfied: packaging in /usr/local/lib/python3.12/dist-packages (from datasets) (25.0)\n", - "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from datasets) (6.0.2)\n", - "Requirement already satisfied: aiohttp!=4.0.0a0,!=4.0.0a1 in 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token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", - "You will be able to reuse this secret in all of your notebooks.\n", - "Please note that authentication is recommended but still optional to access public models or datasets.\n", - " warnings.warn(\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "tokenizer_config.json: 0%| | 0.00/746 [00:00\n", - " neutral\n", - " negative\n" - ] - } - ] + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", @@ -10116,7 +158,7 @@ "metadata": { "id": "QJN4tCASbZxu" }, - "execution_count": 6, + "execution_count": null, "outputs": [] }, { @@ -10235,7 +277,7 @@ "metadata": { "id": "Wpf57NyVbuVs" }, - "execution_count": 7, + "execution_count": null, "outputs": [] }, { @@ -10263,7 +305,7 @@ "metadata": { "id": "kTsoodGCHwDi" }, - "execution_count": 8, + "execution_count": null, "outputs": [] }, { @@ -10320,7 +362,7 @@ "metadata": { "id": "yGj4oCaDZkjA" }, - "execution_count": 9, + "execution_count": null, "outputs": [] }, { @@ -10334,396 +376,10 @@ "model, tokenizer = load_model(base_model, peft_model, FROM_REMOTE)" ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 655, - "referenced_widgets": [ - "075831bdab1c4b91ac91564cad3ecbf7", - "13c4a6fb465b4e85985021b6343b486e", - "f1e8dd61250d4edfad26b4408c3fe473", - "b8c9e8e92fed4cf2aee99ac33cbff8f1", - "324dda58b3d8478394a8eb1654ff1d28", - "e33ec0b9bbad483587590ffb531312cb", - "445579c9742e47ab92dd9526146cb3ea", - "caa59435eca74d8e8a299329148a99d7", - "eb18034ad4ba4ebe8e039e3b18fc5741", - "1ba563cd087b4a8d9037c83a2c9445b7", - "b3082786681e447b9f51f3491ed98315", - "50914f2279de471993e9170a2c5a679e", - "226766bb2dc540c18988f878fdbe91a7", - "f79a8e4adf1b4a87a980232dce92a808", - "e4af59fd0698451b9dd42e454ee0a8b1", - "a55ce46fe891406bbee6c0270d3f7bf6", - "b6500a19b1d64beabca5b02fa257e798", - "cc8318e32bc342d5ac4bae04a864075c", 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Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", - "WARNING:transformers_modules.tiiuae.falcon-7b.ec89142b67d748a1865ea4451372db8313ada0d8.configuration_falcon:\n", - "WARNING: You are currently loading Falcon using legacy code contained in the model repository. Falcon has now been fully ported into the Hugging Face transformers library. For the most up-to-date and high-performance version of the Falcon model code, please update to the latest version of transformers and then load the model without the trust_remote_code=True argument.\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "modeling_falcon.py: 0.00B [00:00, ?B/s]" - ], - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "bb9aca22748a412f80d7abba1d9a99a5" - } - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "A new version of the following files was downloaded from https://huggingface.co/tiiuae/falcon-7b:\n", - "- modeling_falcon.py\n", - ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "model.safetensors.index.json: 0.00B [00:00, ?B/s]" - ], - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "fee57968abe147e3a102d6138544d1e8" - } - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "Fetching 2 files: 0%| | 0/2 [00:00 Date: Sat, 6 Sep 2025 17:58:11 -0500 Subject: [PATCH 5/5] Update Colab link to new repository --- FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb index b3108376..0b8a6210 100644 --- a/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb +++ b/FinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynb @@ -25,7 +25,7 @@ "colab_type": "text" }, "source": [ - "\"Open" + "\"Open" ] }, { @@ -402,4 +402,4 @@ "outputs": [] } ] -} \ No newline at end of file +}