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Merge pull request #134 from meghdadFar/feature/chat-in-streamlit
Chat functionality and chat UI
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| Chat with Wordview | ||
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| Worldview integrates GPT-3.5-Turbo to enable the users to interact with their data and get insights from it via Natural Language. | ||
| See examples of chatting with different components of Wordview below. | ||
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| Chat with TextStatsPlots | ||
| ~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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| After allowing Wordview to process and analyze your corpus, you can | ||
| call the `chat` method to interact with the data and get insights from it via Natural Language. | ||
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| .. code:: python | ||
| import json | ||
| import pandas as pd | ||
| from wordview.text_analysis import TextStatsPlots | ||
| imdb_df = pd.read_csv("data/IMDB_Dataset_sample_5k.csv") | ||
| with open("wordview/chat/secrets/openai_api_key.json", "r") as f: | ||
| credentials = json.load(f) | ||
| tsp = TextStatsPlots(df=imdb_df, text_column="review") | ||
| tsp.chat(api_key=credentials.get("openai_api_key")) | ||
| The chat UI is available under http://127.0.0.1:5000/ | ||
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| |chat| | ||
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| .. |chat| image:: ../figs/chat.png |
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| <section id="chat-with-wordview"> | ||
| <h1>Chat with Wordview<a class="headerlink" href="#chat-with-wordview" title="Permalink to this heading"></a></h1> | ||
| <p>Worldview integrates GPT-3.5-Turbo to enable the users to interact with their data and get insights from it via Natural Language. | ||
| See examples of chatting with different components of Wordview below.</p> | ||
| <section id="chat-with-textstatsplots"> | ||
| <h2>Chat with TextStatsPlots<a class="headerlink" href="#chat-with-textstatsplots" title="Permalink to this heading"></a></h2> | ||
| <p>After allowing Wordview to process and analyze your corpus, you can | ||
| call the <cite>chat</cite> method to interact with the data and get insights from it via Natural Language.</p> | ||
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">json</span> | ||
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| <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> | ||
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| <span class="kn">from</span> <span class="nn">wordview.text_analysis</span> <span class="kn">import</span> <span class="n">TextStatsPlots</span> | ||
| <span class="n">imdb_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">"data/IMDB_Dataset_sample_5k.csv"</span><span class="p">)</span> | ||
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"wordview/chat/secrets/openai_api_key.json"</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span> | ||
| <span class="n">credentials</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> | ||
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| <span class="n">tsp</span> <span class="o">=</span> <span class="n">TextStatsPlots</span><span class="p">(</span><span class="n">df</span><span class="o">=</span><span class="n">imdb_df</span><span class="p">,</span> <span class="n">text_column</span><span class="o">=</span><span class="s2">"review"</span><span class="p">)</span> | ||
| <span class="n">tsp</span><span class="o">.</span><span class="n">chat</span><span class="p">(</span><span class="n">api_key</span><span class="o">=</span><span class="n">credentials</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"openai_api_key"</span><span class="p">))</span> | ||
| </pre></div> | ||
| </div> | ||
| <p>The chat UI is available under <a class="reference external" href="http://127.0.0.1:5000/">http://127.0.0.1:5000/</a></p> | ||
| <p><img alt="chat" src="_images/chat.png" /></p> | ||
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