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{
"cells": [
{
"attachments": {},
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"metadata": {},
"source": [
"### Dependencies"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%pip install openai --upgrade"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## API Response"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.839736985Z\",\"response\":\"```\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.859007873Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.878431213Z\",\"response\":\"def\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.897784641Z\",\"response\":\" add\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.91718876Z\",\"response\":\"(\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.936866527Z\",\"response\":\"a\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.95776024Z\",\"response\":\",\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:42:59.979133947Z\",\"response\":\" b\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.000494731Z\",\"response\":\"):\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.021318934Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.041779731Z\",\"response\":\" \",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.062190588Z\",\"response\":\" return\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.082505875Z\",\"response\":\" a\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.102662719Z\",\"response\":\" +\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.122760355Z\",\"response\":\" b\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.142907745Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.163285108Z\",\"response\":\"```\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.18370624Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.203963933Z\",\"response\":\"Example\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.224025854Z\",\"response\":\" usage\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.244386112Z\",\"response\":\":\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.264846213Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.285448321Z\",\"response\":\"```\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.305657169Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.325782131Z\",\"response\":\"print\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.346353022Z\",\"response\":\"(\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.366430166Z\",\"response\":\"add\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.386881006Z\",\"response\":\"(\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.406680624Z\",\"response\":\"3\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.426827031Z\",\"response\":\",\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.447157302Z\",\"response\":\" \",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.467234406Z\",\"response\":\"5\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.487442969Z\",\"response\":\"))\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.50753674Z\",\"response\":\" #\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.527739408Z\",\"response\":\" Output\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.54789446Z\",\"response\":\":\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.568672362Z\",\"response\":\" \",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.591076535Z\",\"response\":\"8\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.614757129Z\",\"response\":\"\\n\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.637841098Z\",\"response\":\"```\",\"done\":false}\n",
"{\"model\":\"codellama\",\"created_at\":\"2024-03-20T17:43:00.660407109Z\",\"response\":\"\",\"done\":true,\"context\":[518,25580,29962,3532,14816,29903,29958,5299,829,14816,29903,6778,13,13,6113,5132,775,304,788,29871,29906,3694,518,29914,25580,29962,13,28956,13,1753,788,29898,29874,29892,289,1125,13,1678,736,263,718,289,13,28956,13,14023,8744,29901,13,28956,13,2158,29898,1202,29898,29941,29892,29871,29945,876,396,10604,29901,29871,29947,13,28956],\"total_duration\":10037918982,\"load_duration\":9097178085,\"prompt_eval_count\":28,\"prompt_eval_duration\":119308000,\"eval_count\":41,\"eval_duration\":820449000}\n"
]
}
],
"source": [
"!curl https://thewise-ollama-server.hf.space/api/generate -d '''{\"model\": \"codellama\",\"prompt\":\"Write Python code to add 2 numbers\"}'''"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Langchain Demo"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"from langchain.llms import Ollama\n",
"from langchain.callbacks.manager import CallbackManager\n",
"from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"##### CODELLAMA"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"```\n",
"def add(a, b):\n",
" return a + b\n",
"```\n",
"This function takes two arguments `a` and `b`, adds them together, and returns the result. You can call this function by passing in two numbers, like this:\n",
"```\n",
"print(add(3, 5)) # prints 8\n",
"```"
]
},
{
"data": {
"text/plain": [
"'```\\ndef add(a, b):\\n return a + b\\n```\\nThis function takes two arguments `a` and `b`, adds them together, and returns the result. You can call this function by passing in two numbers, like this:\\n```\\nprint(add(3, 5)) # prints 8\\n```'"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"llm = Ollama(\n",
" model=\"codellama\",\n",
" base_url=\"https://thewise-ollama-server.hf.space\",\n",
" callback_manager=CallbackManager([StreamingStdOutCallbackHandler()]))\n",
"\n",
"llm('Write Python code to add 2 numbers')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"##### LLAMA2"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"```\n",
"# Adding two numbers\n",
"a = 5\n",
"b = 3\n",
"result = a + b\n",
"print(result) # Output: 8\n",
"```"
]
},
{
"data": {
"text/plain": [
"'```\\n# Adding two numbers\\na = 5\\nb = 3\\nresult = a + b\\nprint(result) # Output: 8\\n```'"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"llm = Ollama(\n",
" model=\"llama2\",\n",
" base_url=\"https://thewise-ollama-server.hf.space\",\n",
" callback_manager=CallbackManager([StreamingStdOutCallbackHandler()]))\n",
"\n",
"llm('Write Python code to add 2 numbers')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "langchain",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
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"orig_nbformat": 4
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"nbformat": 4,
"nbformat_minor": 2
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