Spaces:
Configuration error
Configuration error
File size: 16,722 Bytes
447ebeb |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 |
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "4FbDOmcj2VkM"
},
"source": [
"## Use LiteLLM with Langfuse\n",
"https://docs.litellm.ai/docs/observability/langfuse_integration"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "21W8Woog26Ns"
},
"source": [
"## Install Dependencies"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "xrjKLBxhxu2L"
},
"outputs": [],
"source": [
"%pip install litellm lunary"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jHEu-TjZ29PJ"
},
"source": [
"## Set Env Variables"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "QWd9rTysxsWO"
},
"outputs": [],
"source": [
"import litellm\n",
"from litellm import completion\n",
"import os\n",
"\n",
"# from https://app.lunary.ai/\n",
"os.environ[\"LUNARY_PUBLIC_KEY\"] = \"\"\n",
"\n",
"\n",
"# LLM provider keys\n",
"# You can use any of the litellm supported providers: https://docs.litellm.ai/docs/providers\n",
"os.environ['OPENAI_API_KEY'] = \"\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NodQl0hp3Lma"
},
"source": [
"## Set Lunary as a callback for sending data\n",
"## OpenAI completion call"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "vNAuwJY1yp_F",
"outputId": "c3a71e26-13f5-4379-fac9-409290ba79bb"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How can I assist you today?', role='assistant'))]ModelResponse(id='chatcmpl-8xIWykI0GiJSmYtXYuB8Z363kpIBm', choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How can I assist you today?', role='assistant'))], created=1709143276, model='gpt-3.5-turbo-0125', object='chat.completion', system_fingerprint='fp_86156a94a0', usage=Usage(completion_tokens=9, prompt_tokens=15, total_tokens=24))\n",
"\n",
"[Lunary] Add event: {\n",
" \"event\": \"start\",\n",
" \"type\": \"llm\",\n",
" \"name\": \"gpt-3.5-turbo\",\n",
" \"runId\": \"a363776a-bd07-4474-bce2-193067f01b2e\",\n",
" \"timestamp\": \"2024-02-28T18:01:15.188153+00:00\",\n",
" \"input\": {\n",
" \"role\": \"user\",\n",
" \"content\": \"Hi \\ud83d\\udc4b - i'm openai\"\n",
" },\n",
" \"extra\": {},\n",
" \"runtime\": \"litellm\",\n",
" \"metadata\": {}\n",
"}\n",
"\n",
"\n",
"[Lunary] Add event: {\n",
" \"event\": \"end\",\n",
" \"type\": \"llm\",\n",
" \"runId\": \"a363776a-bd07-4474-bce2-193067f01b2e\",\n",
" \"timestamp\": \"2024-02-28T18:01:16.846581+00:00\",\n",
" \"output\": {\n",
" \"role\": \"assistant\",\n",
" \"content\": \"Hello! How can I assist you today?\"\n",
" },\n",
" \"runtime\": \"litellm\",\n",
" \"tokensUsage\": {\n",
" \"completion\": 9,\n",
" \"prompt\": 15\n",
" }\n",
"}\n",
"\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"--- Logging error ---\n",
"Traceback (most recent call last):\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connectionpool.py\", line 537, in _make_request\n",
" response = conn.getresponse()\n",
" ^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connection.py\", line 466, in getresponse\n",
" httplib_response = super().getresponse()\n",
" ^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/http/client.py\", line 1423, in getresponse\n",
" response.begin()\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/http/client.py\", line 331, in begin\n",
" version, status, reason = self._read_status()\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/http/client.py\", line 292, in _read_status\n",
" line = str(self.fp.readline(_MAXLINE + 1), \"iso-8859-1\")\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/socket.py\", line 707, in readinto\n",
" return self._sock.recv_into(b)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^\n",
"TimeoutError: timed out\n",
"\n",
"The above exception was the direct cause of the following exception:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/adapters.py\", line 486, in send\n",
" resp = conn.urlopen(\n",
" ^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connectionpool.py\", line 847, in urlopen\n",
" retries = retries.increment(\n",
" ^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/util/retry.py\", line 470, in increment\n",
" raise reraise(type(error), error, _stacktrace)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/util/util.py\", line 39, in reraise\n",
" raise value\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connectionpool.py\", line 793, in urlopen\n",
" response = self._make_request(\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connectionpool.py\", line 539, in _make_request\n",
" self._raise_timeout(err=e, url=url, timeout_value=read_timeout)\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/urllib3/connectionpool.py\", line 370, in _raise_timeout\n",
" raise ReadTimeoutError(\n",
"urllib3.exceptions.ReadTimeoutError: HTTPConnectionPool(host='localhost', port=3333): Read timed out. (read timeout=5)\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/lunary/consumer.py\", line 59, in send_batch\n",
" response = requests.post(\n",
" ^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/api.py\", line 115, in post\n",
" return request(\"post\", url, data=data, json=json, **kwargs)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/api.py\", line 59, in request\n",
" return session.request(method=method, url=url, **kwargs)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/sessions.py\", line 589, in request\n",
" resp = self.send(prep, **send_kwargs)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/sessions.py\", line 703, in send\n",
" r = adapter.send(request, **kwargs)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/requests/adapters.py\", line 532, in send\n",
" raise ReadTimeout(e, request=request)\n",
"requests.exceptions.ReadTimeout: HTTPConnectionPool(host='localhost', port=3333): Read timed out. (read timeout=5)\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/logging/__init__.py\", line 1160, in emit\n",
" msg = self.format(record)\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/logging/__init__.py\", line 999, in format\n",
" return fmt.format(record)\n",
" ^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/logging/__init__.py\", line 703, in format\n",
" record.message = record.getMessage()\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/logging/__init__.py\", line 392, in getMessage\n",
" msg = msg % self.args\n",
" ~~~~^~~~~~~~~~~\n",
"TypeError: not all arguments converted during string formatting\n",
"Call stack:\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/threading.py\", line 1030, in _bootstrap\n",
" self._bootstrap_inner()\n",
" File \"/opt/homebrew/Cellar/[email protected]/3.12.2_1/Frameworks/Python.framework/Versions/3.12/lib/python3.12/threading.py\", line 1073, in _bootstrap_inner\n",
" self.run()\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/lunary/consumer.py\", line 24, in run\n",
" self.send_batch()\n",
" File \"/Users/vince/Library/Caches/pypoetry/virtualenvs/litellm-7WKnDWGw-py3.12/lib/python3.12/site-packages/lunary/consumer.py\", line 73, in send_batch\n",
" logging.error(\"[Lunary] Error sending events\", e)\n",
"Message: '[Lunary] Error sending events'\n",
"Arguments: (ReadTimeout(ReadTimeoutError(\"HTTPConnectionPool(host='localhost', port=3333): Read timed out. (read timeout=5)\")),)\n"
]
}
],
"source": [
"# set langfuse as a callback, litellm will send the data to langfuse\n",
"litellm.success_callback = [\"lunary\"]\n",
"\n",
"# openai call\n",
"response = completion(\n",
" model=\"gpt-3.5-turbo\",\n",
" messages=[\n",
" {\"role\": \"user\", \"content\": \"Hi 👋 - i'm openai\"}\n",
" ]\n",
")\n",
"\n",
"print(response)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using LiteLLM with Lunary Templates\n",
"\n",
"You can use LiteLLM seamlessly with Lunary templates to manage your prompts and completions.\n",
"\n",
"Assuming you have created a template \"test-template\" with a variable \"question\", you can use it like this:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2PMSLc_FziJL",
"outputId": "1c37605e-b406-4ffc-aafd-e1983489c6be"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How can I assist you today?', role='assistant'))]ModelResponse(id='chatcmpl-8xIXegwpudg4YKnLB6pmpFGXqTHcH', choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How can I assist you today?', role='assistant'))], created=1709143318, model='gpt-4-0125-preview', object='chat.completion', system_fingerprint='fp_c8aa5a06d6', usage=Usage(completion_tokens=9, prompt_tokens=21, total_tokens=30))\n",
"\n",
"[Lunary] Add event: {\n",
" \"event\": \"start\",\n",
" \"type\": \"llm\",\n",
" \"name\": \"gpt-4-turbo-preview\",\n",
" \"runId\": \"3a5b698d-cb55-4b3b-ab6d-04d2b99e40cb\",\n",
" \"timestamp\": \"2024-02-28T18:01:56.746249+00:00\",\n",
" \"input\": [\n",
" {\n",
" \"role\": \"system\",\n",
" \"content\": \"You are an helpful assistant.\"\n",
" },\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": \"Hi! Hello!\"\n",
" }\n",
" ],\n",
" \"extra\": {\n",
" \"temperature\": 1,\n",
" \"max_tokens\": 100\n",
" },\n",
" \"runtime\": \"litellm\",\n",
" \"metadata\": {}\n",
"}\n",
"\n",
"\n",
"[Lunary] Add event: {\n",
" \"event\": \"end\",\n",
" \"type\": \"llm\",\n",
" \"runId\": \"3a5b698d-cb55-4b3b-ab6d-04d2b99e40cb\",\n",
" \"timestamp\": \"2024-02-28T18:01:58.741244+00:00\",\n",
" \"output\": {\n",
" \"role\": \"assistant\",\n",
" \"content\": \"Hello! How can I assist you today?\"\n",
" },\n",
" \"runtime\": \"litellm\",\n",
" \"tokensUsage\": {\n",
" \"completion\": 9,\n",
" \"prompt\": 21\n",
" }\n",
"}\n",
"\n",
"\n"
]
}
],
"source": [
"import lunary\n",
"from litellm import completion\n",
"\n",
"template = lunary.render_template(\"test-template\", {\"question\": \"Hello!\"})\n",
"\n",
"response = completion(**template)\n",
"\n",
"print(response)"
]
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
|