-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathdefinition.html
441 lines (399 loc) · 24.8 KB
/
definition.html
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
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
<!doctype html>
<html class="no-js" lang="en" data-content_root="">
<head><meta charset="utf-8"/>
<meta name="viewport" content="width=device-width,initial-scale=1"/>
<meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="⚙️ Installation and configuration" href="install.html" /><link rel="prev" title="Promptmeteo 🔥🧔" href="index.html" />
<!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
<title>🤔 What is this library for? - 🔥🧔</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=80d5e7a1" />
<link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
<link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
<style>
body {
--color-code-background: #f8f8f8;
--color-code-foreground: black;
}
@media not print {
body[data-theme="dark"] {
--color-code-background: #272822;
--color-code-foreground: #f8f8f2;
}
@media (prefers-color-scheme: dark) {
body:not([data-theme="light"]) {
--color-code-background: #272822;
--color-code-foreground: #f8f8f2;
}
}
}
</style></head>
<body>
<script>
document.body.dataset.theme = localStorage.getItem("theme") || "auto";
</script>
<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
<symbol id="svg-toc" viewBox="0 0 24 24">
<title>Contents</title>
<svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
<path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
</svg>
</symbol>
<symbol id="svg-menu" viewBox="0 0 24 24">
<title>Menu</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
<line x1="3" y1="12" x2="21" y2="12"></line>
<line x1="3" y1="6" x2="21" y2="6"></line>
<line x1="3" y1="18" x2="21" y2="18"></line>
</svg>
</symbol>
<symbol id="svg-arrow-right" viewBox="0 0 24 24">
<title>Expand</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right">
<polyline points="9 18 15 12 9 6"></polyline>
</svg>
</symbol>
<symbol id="svg-sun" viewBox="0 0 24 24">
<title>Light mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
<circle cx="12" cy="12" r="5"></circle>
<line x1="12" y1="1" x2="12" y2="3"></line>
<line x1="12" y1="21" x2="12" y2="23"></line>
<line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
<line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
<line x1="1" y1="12" x2="3" y2="12"></line>
<line x1="21" y1="12" x2="23" y2="12"></line>
<line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
<line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
</svg>
</symbol>
<symbol id="svg-moon" viewBox="0 0 24 24">
<title>Dark mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
<path stroke="none" d="M0 0h24v24H0z" fill="none" />
<path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
</svg>
</symbol>
<symbol id="svg-sun-half" viewBox="0 0 24 24">
<title>Auto light/dark mode</title>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
<circle cx="12" cy="12" r="9" />
<path d="M13 12h5" />
<path d="M13 15h4" />
<path d="M13 18h1" />
<path d="M13 9h4" />
<path d="M13 6h1" />
</svg>
</symbol>
</svg>
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation">
<input type="checkbox" class="sidebar-toggle" name="__toc" id="__toc">
<label class="overlay sidebar-overlay" for="__navigation">
<div class="visually-hidden">Hide navigation sidebar</div>
</label>
<label class="overlay toc-overlay" for="__toc">
<div class="visually-hidden">Hide table of contents sidebar</div>
</label>
<div class="page">
<header class="mobile-header">
<div class="header-left">
<label class="nav-overlay-icon" for="__navigation">
<div class="visually-hidden">Toggle site navigation sidebar</div>
<i class="icon"><svg><use href="#svg-menu"></use></svg></i>
</label>
</div>
<div class="header-center">
<a href="index.html"><div class="brand">🔥🧔</div></a>
</div>
<div class="header-right">
<div class="theme-toggle-container theme-toggle-header">
<button class="theme-toggle">
<div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
<svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
<svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
</div>
<label class="toc-overlay-icon toc-header-icon" for="__toc">
<div class="visually-hidden">Toggle table of contents sidebar</div>
<i class="icon"><svg><use href="#svg-toc"></use></svg></i>
</label>
</div>
</header>
<aside class="sidebar-drawer">
<div class="sidebar-container">
<div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
<span class="sidebar-brand-text">🔥🧔</span>
</a><form class="sidebar-search-container" method="get" action="search.html" role="search">
<input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
<input type="hidden" name="check_keywords" value="yes">
<input type="hidden" name="area" value="default">
</form>
<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
<ul class="current">
<li class="toctree-l1 current current-page"><a class="current reference internal" href="#">🤔 What is this library for?</a></li>
<li class="toctree-l1"><a class="reference internal" href="install.html">⚙️ Installation and configuration</a></li>
<li class="toctree-l1"><a class="reference internal" href="quickstart.html">⚡ Quickstart</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Classes</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="classes.html">👻 Classes</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Example notebooks</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/01_promptmeteo_usage.html">Promptmeteo Usage - Save and Load Model</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/03_sentiment_analysis.html">Sentiment Analysis</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/04_test_flant5_classification_prompts.html">Flan-t5-Small - Test Classification Prompts</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/05_test_openai_classification_prompts.html">OpenAI - Test Classification Prompts</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/06_test_openai_api-generation.html">OpenAI - Test API Generation</a></li>
</ul>
</div>
</div>
</div>
</div>
</aside>
<div class="main">
<div class="content">
<div class="article-container">
<a href="#" class="back-to-top muted-link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
<path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
</svg>
<span>Back to top</span>
</a>
<div class="content-icon-container">
<div class="theme-toggle-container theme-toggle-content">
<button class="theme-toggle">
<div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
<svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
<svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
</div>
<label class="toc-overlay-icon toc-content-icon" for="__toc">
<div class="visually-hidden">Toggle table of contents sidebar</div>
<i class="icon"><svg><use href="#svg-toc"></use></svg></i>
</label>
</div>
<article role="main">
<section id="what-is-this-library-for">
<h1>🤔 What is this library for?<a class="headerlink" href="#what-is-this-library-for" title="Permalink to this heading">#</a></h1>
<p><strong>TL;DR: Industrialize projects powered by LLMs easily.</strong></p>
<p>LLMs have the capability to address various tasks when provided with specific instructions in the form of input prompts. They can function as a “reasoning engine” for constructing applications. However, deploying and industrializing these applications poses significant challenges for two main reasons.</p>
<p>Firstly, prompts typically encapsulate application logic in their definition, yet they are treated merely as input arguments. This means that a poorly formulated prompt input has the potential to disrupt the application.</p>
<p>Secondly, crafting specific prompts for each task is not only a laborious task but also a complex one. Minor alterations in the input prompt can result in different outcomes, rendering them highly error-prone. Additionally, when composing prompts, considerations extend beyond the task itself to include factors such as the specific LLM being used, the model’s capacity, and other relevant aspects.</p>
<section id="how-do-we-do-it">
<h2>🚀 How do we do it?<a class="headerlink" href="#how-do-we-do-it" title="Permalink to this heading">#</a></h2>
<p><strong>TL;DR: Treating prompts and code equally!!!</strong></p>
<p>Promptmeteo aims to address the aforementioned issues by dividing the prompt definition into two distinct parts: the task logic, coded within prompt templates, and the concrete problem, included as argument variables. Promptmeteo incorporates high-level objects for various tasks, implemented through <cite>.py</cite> and <cite>.prompt</cite> files.</p>
<section id="prebuilt-tasks">
<h3>🏠 Prebuilt tasks<a class="headerlink" href="#prebuilt-tasks" title="Permalink to this heading">#</a></h3>
<p>The project incorporates high-level objects designed to address various NLP tasks, including text classification, named entity recognition, and code generation. These objects only require configuration parameters for execution, eliminating the need to parse the output from the LLMs.</p>
</section>
<section id="ease-of-deployment">
<h3>⚙️ Ease of Deployment<a class="headerlink" href="#ease-of-deployment" title="Permalink to this heading">#</a></h3>
<p>Promptmeteo modules adhere to a model interface similar to Scikit-Learn. By defining an interface with independent methods for training, predicting, saving, and loading the model, Promptmeteo enables training in a separate pipeline from prediction. This facilitates the reuse of conventional ML pipelines for LLM projects.</p>
</section>
<section id="model-artifacts">
<h3>📦 Model Artifacts<a class="headerlink" href="#model-artifacts" title="Permalink to this heading">#</a></h3>
<p>To enhance results, LLMs can incorporate examples in their prompts. Promptmeteo supports training with examples, and for reproducibility, the training process can be stored as a binary model artifact. This allows storing and reusing training results multiple times with new data. The training process stores embeddings from the input text in a vector database, such as FAISS.</p>
</section>
<section id="llms-integration">
<h3>⚙️ LLMs Integration<a class="headerlink" href="#llms-integration" title="Permalink to this heading">#</a></h3>
<p>Promptmeteo integrates different LLMs through LangChain. This includes models that can be executed locally and remote API calls from providers like OpenAI and HuggingFace.</p>
</section>
<section id="prompt-templating">
<h3>📄 Prompt Templating<a class="headerlink" href="#prompt-templating" title="Permalink to this heading">#</a></h3>
<p>Establishing a concrete format for creating prompts in Promptmeteo (<cite>.prompt</cite>) not only facilitates programmatic use but also enables versioning of prompts. This approach aids in understanding changes when they occur and allows for the definition of code tests oriented toward prompt testing. This testing encompasses aspects such as validating language use and ensuring the prompt size is appropriate for the model.</p>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">TEMPLATE</span><span class="p">:</span>
<span class="w"> </span><span class="s">"I</span><span class="nv"> </span><span class="s">need</span><span class="nv"> </span><span class="s">you</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">help</span><span class="nv"> </span><span class="s">me</span><span class="nv"> </span><span class="s">with</span><span class="nv"> </span><span class="s">a</span><span class="nv"> </span><span class="s">text</span><span class="nv"> </span><span class="s">classification</span><span class="nv"> </span><span class="s">task.</span>
<span class="w"> </span><span class="s">{__PROMPT_DOMAIN__}</span>
<span class="w"> </span><span class="s">{__PROMPT_LABELS__}</span>
<span class="w"> </span><span class="s">{__CHAIN_THOUGHT__}</span>
<span class="w"> </span><span class="s">{__ANSWER_FORMAT__}"</span>
<span class="nt">PROMPT_DOMAIN</span><span class="p">:</span>
<span class="w"> </span><span class="s">"The</span><span class="nv"> </span><span class="s">texts</span><span class="nv"> </span><span class="s">you</span><span class="nv"> </span><span class="s">will</span><span class="nv"> </span><span class="s">be</span><span class="nv"> </span><span class="s">processing</span><span class="nv"> </span><span class="s">are</span><span class="nv"> </span><span class="s">from</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">{__DOMAIN__}</span><span class="nv"> </span><span class="s">domain."</span>
<span class="nt">PROMPT_LABELS</span><span class="p">:</span>
<span class="w"> </span><span class="s">"I</span><span class="nv"> </span><span class="s">want</span><span class="nv"> </span><span class="s">you</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">classify</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">texts</span><span class="nv"> </span><span class="s">into</span><span class="nv"> </span><span class="s">one</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">following</span><span class="nv"> </span><span class="s">categories:</span>
<span class="w"> </span><span class="s">{__LABELS__}."</span>
<span class="nt">PROMPT_DETAIL</span><span class="p">:</span>
<span class="w"> </span><span class="s">""</span>
<span class="nt">CHAIN_THOUGHT</span><span class="p">:</span>
<span class="w"> </span><span class="s">"Please</span><span class="nv"> </span><span class="s">provide</span><span class="nv"> </span><span class="s">a</span><span class="nv"> </span><span class="s">step-by-step</span><span class="nv"> </span><span class="s">argument</span><span class="nv"> </span><span class="s">for</span><span class="nv"> </span><span class="s">your</span><span class="nv"> </span><span class="s">answer,</span><span class="nv"> </span><span class="s">explain</span><span class="nv"> </span><span class="s">why</span><span class="nv"> </span><span class="s">you</span>
<span class="w"> </span><span class="s">believe</span><span class="nv"> </span><span class="s">your</span><span class="nv"> </span><span class="s">final</span><span class="nv"> </span><span class="s">choice</span><span class="nv"> </span><span class="s">is</span><span class="nv"> </span><span class="s">justified."</span>
<span class="nt">ANSWER_FORMAT</span><span class="p">:</span>
<span class="w"> </span><span class="s">"In</span><span class="nv"> </span><span class="s">your</span><span class="nv"> </span><span class="s">response,</span><span class="nv"> </span><span class="s">include</span><span class="nv"> </span><span class="s">only</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">name</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">class</span><span class="nv"> </span><span class="s">as</span><span class="nv"> </span><span class="s">a</span><span class="nv"> </span><span class="s">single</span><span class="nv"> </span><span class="s">word,</span><span class="nv"> </span><span class="s">in</span>
<span class="w"> </span><span class="s">lowercase,</span><span class="nv"> </span><span class="s">without</span><span class="nv"> </span><span class="s">punctuation,</span><span class="nv"> </span><span class="s">and</span><span class="nv"> </span><span class="s">without</span><span class="nv"> </span><span class="s">adding</span><span class="nv"> </span><span class="s">any</span><span class="nv"> </span><span class="s">other</span><span class="nv"> </span><span class="s">statements</span><span class="nv"> </span><span class="s">or</span>
<span class="w"> </span><span class="s">words."</span>
</pre></div>
</div>
</section>
</section>
<section id="current-capacilities">
<h2>📋 Current capacilities<a class="headerlink" href="#current-capacilities" title="Permalink to this heading">#</a></h2>
<section id="available-tasks">
<h3>✅ Available tasks<a class="headerlink" href="#available-tasks" title="Permalink to this heading">#</a></h3>
<p>The current available tasks in Promptmeteo are:</p>
<div class="table-wrapper docutils container" id="id1">
<table class="docutils align-default" id="id1">
<caption><span class="caption-text">Tasks</span><a class="headerlink" href="#id1" title="Permalink to this table">#</a></caption>
<thead>
<tr class="row-odd"><th class="head"><p>task type</p></th>
<th class="head"><p>description</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><cite>DocumentQA</cite></p></td>
<td><p>Document-level question answering</p></td>
</tr>
<tr class="row-odd"><td><p><cite>DocumentClassifier</cite></p></td>
<td><p>Document-level classification</p></td>
</tr>
<tr class="row-even"><td><p><cite>CodeGenerator</cite></p></td>
<td><p>Code generation</p></td>
</tr>
<tr class="row-odd"><td><p><cite>ApiGenerator</cite></p></td>
<td><p>API REST generation</p></td>
</tr>
<tr class="row-even"><td><p><cite>ApiFormatter</cite></p></td>
<td><p>API REST correction</p></td>
</tr>
<tr class="row-odd"><td><p><cite>Summarizer</cite></p></td>
<td><p>Text summarization</p></td>
</tr>
</tbody>
</table>
</div>
</section>
<section id="available-models">
<h3>✅ Available Models<a class="headerlink" href="#available-models" title="Permalink to this heading">#</a></h3>
<p>The current available <cite>model_name</cite> and <cite>language</cite> values are:</p>
<div class="table-wrapper docutils container" id="id2">
<table class="docutils align-default" id="id2">
<caption><span class="caption-text">Models</span><a class="headerlink" href="#id2" title="Permalink to this table">#</a></caption>
<thead>
<tr class="row-odd"><th class="head"><p>provider</p></th>
<th class="head"><p>name</p></th>
<th class="head"><p>languages</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>openai</p></td>
<td><p>gpt-3.5-turbo-16k</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-odd"><td><p>azure</p></td>
<td><p>gpt-3.5-turbo-16k</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-even"><td><p>hf_hub_api</p></td>
<td><p>google/flan-t5-xxl</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-odd"><td><p>hf_pipeline</p></td>
<td><p>google/flan-t5-small</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-even"><td><p>google</p></td>
<td><p>text-bison</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-odd"><td><p>google</p></td>
<td><p><a class="reference external" href="mailto:text-bison%40001">text-bison<span>@</span>001</a></p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-even"><td><p>google</p></td>
<td><p>text-bison-32k</p></td>
<td><p>es, en</p></td>
</tr>
<tr class="row-odd"><td><p>bedrock</p></td>
<td><p>anthropic.claude-v2</p></td>
<td><p>es, en</p></td>
</tr>
</tbody>
</table>
</div>
</section>
</section>
</section>
</article>
</div>
<footer>
<div class="related-pages">
<a class="next-page" href="install.html">
<div class="page-info">
<div class="context">
<span>Next</span>
</div>
<div class="title">⚙️ Installation and configuration</div>
</div>
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
</a>
<a class="prev-page" href="index.html">
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
<div class="page-info">
<div class="context">
<span>Previous</span>
</div>
<div class="title">Home</div>
</div>
</a>
</div>
<div class="bottom-of-page">
<div class="left-details">
<div class="copyright">
Copyright © 2023 - 2024, Paradigma Digital
</div>
Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
<a href="https://github.com/pradyunsg/furo">Furo</a>
</div>
<div class="right-details">
</div>
</div>
</footer>
</div>
<aside class="toc-drawer">
<div class="toc-sticky toc-scroll">
<div class="toc-title-container">
<span class="toc-title">
On this page
</span>
</div>
<div class="toc-tree-container">
<div class="toc-tree">
<ul>
<li><a class="reference internal" href="#">🤔 What is this library for?</a><ul>
<li><a class="reference internal" href="#how-do-we-do-it">🚀 How do we do it?</a><ul>
<li><a class="reference internal" href="#prebuilt-tasks">🏠 Prebuilt tasks</a></li>
<li><a class="reference internal" href="#ease-of-deployment">⚙️ Ease of Deployment</a></li>
<li><a class="reference internal" href="#model-artifacts">📦 Model Artifacts</a></li>
<li><a class="reference internal" href="#llms-integration">⚙️ LLMs Integration</a></li>
<li><a class="reference internal" href="#prompt-templating">📄 Prompt Templating</a></li>
</ul>
</li>
<li><a class="reference internal" href="#current-capacilities">📋 Current capacilities</a><ul>
<li><a class="reference internal" href="#available-tasks">✅ Available tasks</a></li>
<li><a class="reference internal" href="#available-models">✅ Available Models</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</div>
</div>
</div>
</aside>
</div>
</div><script data-url_root="./" id="documentation_options" src="_static/documentation_options.js?v=e936e8a8"></script>
<script src="_static/doctools.js?v=888ff710"></script>
<script src="_static/sphinx_highlight.js?v=4825356b"></script>
<script src="_static/scripts/furo.js?v=32e29ea5"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
</body>
</html>