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refactor pykoi into base, huggingface, rag, and rlhf #53

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Sep 13, 2023
Merged

refactor pykoi into base, huggingface, rag, and rlhf #53

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27 changes: 19 additions & 8 deletions example/chatbot/chatbot_in_jupyter.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -16,9 +16,20 @@
"current_directory = os.getcwd()\n",
"sys.path.append(\".\")\n",
"sys.path.append(\"..\")\n",
"sys.path.append(\"../..\")\n",
"\n",
"import pykoi as pk"
"sys.path.append(\"../..\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6a907bb3",
"metadata": {},
"outputs": [],
"source": [
"from pykoi import Application\n",
"from pykoi.chat import ModelFactory\n",
"from pykoi.chat import QuestionAnswerDatabase\n",
"from pykoi.component import Chatbot"
]
},
{
Expand All @@ -31,7 +42,7 @@
"api_key = \"\"\n",
"\n",
"# Creating an OpenAI model\n",
"model = pk.ModelFactory.create_model(model_source=\"openai\", api_key=api_key)"
"model = ModelFactory.create_model(model_source=\"openai\", api_key=api_key)"
]
},
{
Expand All @@ -41,10 +52,10 @@
"metadata": {},
"outputs": [],
"source": [
"database = pk.QuestionAnswerDatabase(debug=True)\n",
"chatbot = pk.Chatbot(model=model, feedback=\"vote\")\n",
"database = QuestionAnswerDatabase(debug=True)\n",
"chatbot = Chatbot(model=model, feedback=\"vote\")\n",
"\n",
"app = pk.Application(debug=False, share=False)\n",
"app = Application(debug=False, share=False)\n",
"app.add_component(chatbot)"
]
},
Expand Down Expand Up @@ -76,7 +87,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.17"
"version": "3.10.12"
}
},
"nbformat": 4,
Expand Down
299 changes: 183 additions & 116 deletions example/chatbot/demo_launch_app_api.ipynb
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226 changes: 36 additions & 190 deletions example/chatbot/demo_launch_app_gpu.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -2,53 +2,39 @@
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ec2-user/SageMaker/pykoi\n"
]
}
],
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"# %reload_ext autoreload\n",
"# %autoreload 2\n",
"\n",
"import os\n",
"import sys\n",
"# import os\n",
"# import sys\n",
"\n",
"# Add the root folder to the module search path\n",
"# Get the current directory\n",
"current_directory = os.getcwd()\n",
"# # Add the root folder to the module search path\n",
"# # Get the current directory\n",
"# current_directory = os.getcwd()\n",
"\n",
"# Move two levels up (go to the parent directory of the parent directory)\n",
"two_levels_up_directory = os.path.dirname(os.path.dirname(current_directory))\n",
"# # Move two levels up (go to the parent directory of the parent directory)\n",
"# two_levels_up_directory = os.path.dirname(os.path.dirname(current_directory))\n",
"\n",
"print(two_levels_up_directory)\n",
"# print(two_levels_up_directory)\n",
"\n",
"sys.path.append(two_levels_up_directory)"
"# sys.path.append(two_levels_up_directory)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ec2-user/anaconda3/envs/0731a/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"outputs": [],
"source": [
"## pip install ipykernel\n",
"import pykoi"
"from pykoi import Application\n",
"from pykoi.chat import ModelFactory\n",
"from pykoi.chat import QuestionAnswerDatabase\n",
"from pykoi.component import Chatbot, Dashboard"
]
},
{
Expand All @@ -62,42 +48,20 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"qa_database = pykoi.QuestionAnswerDatabase()"
"qa_database = QuestionAnswerDatabase()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[HuggingfaceModel] loading model...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading checkpoint shards: 100%|██████████| 2/2 [00:23<00:00, 11.75s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[HuggingfaceModel] loading tokenizer...\n"
]
}
],
"outputs": [],
"source": [
"model = pykoi.ModelFactory.create_model(\n",
"model = ModelFactory.create_model(\n",
" model_source=\"huggingface\", \n",
" pretrained_model_name_or_path=\"tiiuae/falcon-7b\",\n",
" trust_remote_code=True, ## TODO: set as default\n",
Expand All @@ -107,11 +71,11 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"chatbot = pykoi.Chatbot(model=model, feedback=\"vote\")"
"chatbot = Chatbot(model=model, feedback=\"vote\")"
]
},
{
Expand All @@ -133,7 +97,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -150,7 +114,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -161,65 +125,11 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"t=2023-08-01T04:26:32+0000 lvl=warn msg=\"ngrok config file found at legacy location, move to XDG location\" xdg_path=/home/ec2-user/.config/ngrok/ngrok.yml legacy_path=/home/ec2-user/.ngrok2/ngrok.yml\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Public URL: NgrokTunnel: \"https://d7cd-34-209-105-222.ngrok-free.app\" -> \"http://localhost:34349\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Started server process [21474]\n",
"INFO: Waiting for application startup.\n",
"INFO: Application startup complete.\n",
"INFO: Uvicorn running on http://127.0.0.1:34349 (Press CTRL+C to quit)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO: 76.21.76.39:0 - \"GET / HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /assets/index-fc1a91e8.js HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /assets/index-f75c1c12.css HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /components HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /vite.svg HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /chat/qa_table/retrieve HTTP/1.1\" 404 Not Found\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Shutting down\n",
"INFO: Waiting for application shutdown.\n",
"INFO: Application shutdown complete.\n",
"INFO: Finished server process [21474]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stopping server...\n"
]
}
],
"outputs": [],
"source": [
"app = pykoi.Application(debug=False, share=True)\n",
"app = Application(debug=False, share=True)\n",
"app.add_component(chatbot)\n",
"app.run()"
]
Expand All @@ -235,77 +145,20 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"qa_dashboard = pykoi.Dashboard(database=qa_database)"
"qa_dashboard = Dashboard(database=qa_database)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"t=2023-08-01T04:27:23+0000 lvl=warn msg=\"ngrok config file found at legacy location, move to XDG location\" xdg_path=/home/ec2-user/.config/ngrok/ngrok.yml legacy_path=/home/ec2-user/.ngrok2/ngrok.yml\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Public URL: NgrokTunnel: \"https://82f5-34-209-105-222.ngrok-free.app\" -> \"http://localhost:37933\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Started server process [21474]\n",
"INFO: Waiting for application startup.\n",
"INFO: Application startup complete.\n",
"INFO: Uvicorn running on http://127.0.0.1:37933 (Press CTRL+C to quit)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO: 76.21.76.39:0 - \"GET / HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /assets/index-fc1a91e8.js HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /assets/index-f75c1c12.css HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /components HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /vite.svg HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /chat/qa_table/retrieve HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /chat/qa_table/retrieve HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /chat/qa_table/retrieve HTTP/1.1\" 200 OK\n",
"INFO: 76.21.76.39:0 - \"GET /chat/qa_table/retrieve HTTP/1.1\" 200 OK\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Shutting down\n",
"INFO: Waiting for application shutdown.\n",
"INFO: Application shutdown complete.\n",
"INFO: Finished server process [21474]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stopping server...\n"
]
}
],
"outputs": [],
"source": [
"app = pykoi.Application(debug=False, share=True)\n",
"app = Application(debug=False, share=True)\n",
"app.add_component(chatbot)\n",
"app.add_component(qa_dashboard)\n",
"app.run()\n"
Expand All @@ -331,13 +184,6 @@
" <img src=\"../image/chatbot_dashboard_trim_2x.gif\" width=\"75%\" height=\"75%\" />\n",
"</p>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
Expand Down
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