Update usage examples to use model

Author: fgarnadi

README.md

@@ -39,8 +39,10 @@ config = lx.factory.ModelConfig(
     ),
 )
 
+model = lx.factory.create_model(config)
+
 result = lx.extract(
-    config=config,
+    model=model,
     text_or_documents="Your input text",
     prompt_description="Extract entities",
     examples=[...],
@@ -83,8 +85,10 @@ config = lx.factory.ModelConfig(
     ),
 )
 
+model = lx.factory.create_model(config)
+
 result = lx.extract(
-    config=config,
+    model=model,
     ...
 )
 ```

examples/usage_example.ipynb

@@ -114,12 +114,13 @@
     "    ),\n",
     ")\n",
     "\n",
+    "model = lx.factory.create_model(config)\n",
     "\n",
     "result = lx.extract(\n",
+    "    model=model,\n",
     "    text_or_documents=input_text,\n",
     "    prompt_description=prompt,\n",
     "    examples=examples,\n",
-    "    config=config,\n",
     "    fence_output=False,\n",
     "    use_schema_constraints=False,\n",
     "    debug=False,\n",

examples/usage_example_file.ipynb

@@ -115,12 +115,13 @@
     "    ),\n",
     ")\n",
     "\n",
+    "model = lx.factory.create_model(config)\n",
     "\n",
     "result = lx.extract(\n",
+    "    model=model,\n",
     "    text_or_documents=input_text,\n",
     "    prompt_description=prompt,\n",
     "    examples=examples,\n",
-    "    config=config,\n",
     "    fence_output=False,\n",
     "    use_schema_constraints=False,\n",
     "    debug=False,\n",

examples/usage_example_server.ipynb

@@ -72,12 +72,14 @@
     "    ),\n",
     ")\n",
     "\n",
+    "model = lx.factory.create_model(config)\n",
+    "\n",
     "\n",
     "result = lx.extract(\n",
+    "    model=model,\n",
     "    text_or_documents=input_text,\n",
     "    prompt_description=prompt,\n",
     "    examples=examples,\n",
-    "    config=config,\n",
     "    fence_output=False,\n",
     "    use_schema_constraints=False,\n",
     "    debug=False,\n",
@@ -199,7 +201,7 @@
        "    <div id=\"attributesContainer\"></div>\n",
        "  </div>\n",
        "  <div class=\"lx-text-window\" id=\"textWindow\">\n",
-       "    <span class=\"lx-highlight lx-current-highlight\" data-idx=\"0\" style=\"background-color:#D2E3FC;\">Lady Juliet</span> <span class=\"lx-highlight\" data-idx=\"1\" style=\"background-color:#C8E6C9;\">gazed longingly</span> at the stars, <span class=\"lx-highlight\" data-idx=\"2\" style=\"background-color:#D2E3FC;\">her heart</span> aching <span class=\"lx-highlight\" data-idx=\"3\" style=\"background-color:#FEF0C3;\">for Romeo</span>\n",
+       "    <span class=\"lx-highlight lx-current-highlight\" data-idx=\"0\" style=\"background-color:#D2E3FC;\">Lady Juliet</span> <span class=\"lx-highlight\" data-idx=\"1\" style=\"background-color:#C8E6C9;\">gazed longingly</span> at the stars, <span class=\"lx-highlight\" data-idx=\"2\" style=\"background-color:#FEF0C3;\">her heart aching for <span class=\"lx-highlight\" data-idx=\"3\" style=\"background-color:#D2E3FC;\">Romeo</span></span>\n",
        "  </div>\n",
        "  <div class=\"lx-controls\">\n",
        "    <div class=\"lx-button-row\">\n",
@@ -221,7 +223,7 @@
        "\n",
        "<script>\n",
        "  (function() {\n",
-       "    const extractions = [{\"index\": 0, \"class\": \"character\", \"text\": \"Lady Juliet\", \"color\": \"#D2E3FC\", \"startPos\": 0, \"endPos\": 11, \"beforeText\": \"\", \"extractionText\": \"Lady Juliet\", \"afterText\": \" gazed longingly at the stars, her heart aching for Romeo\", \"attributesHtml\": \"<div><strong>class:</strong> character</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">emotional_state</span>: <span class=\\\"lx-attr-value\\\">longing</span>}</div>\"}, {\"index\": 1, \"class\": \"emotion\", \"text\": \"gazed longingly\", \"color\": \"#C8E6C9\", \"startPos\": 12, \"endPos\": 27, \"beforeText\": \"Lady Juliet \", \"extractionText\": \"gazed longingly\", \"afterText\": \" at the stars, her heart aching for Romeo\", \"attributesHtml\": \"<div><strong>class:</strong> emotion</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">feeling</span>: <span class=\\\"lx-attr-value\\\">intense desire</span>}</div>\"}, {\"index\": 2, \"class\": \"character\", \"text\": \"her heart\", \"color\": \"#D2E3FC\", \"startPos\": 42, \"endPos\": 51, \"beforeText\": \"Lady Juliet gazed longingly at the stars, \", \"extractionText\": \"her heart\", \"afterText\": \" aching for Romeo\", \"attributesHtml\": \"<div><strong>class:</strong> character</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">emotional_state</span>: <span class=\\\"lx-attr-value\\\">aching</span>}</div>\"}, {\"index\": 3, \"class\": \"relationship\", \"text\": \"for Romeo\", \"color\": \"#FEF0C3\", \"startPos\": 59, \"endPos\": 68, \"beforeText\": \"Lady Juliet gazed longingly at the stars, her heart aching \", \"extractionText\": \"for Romeo\", \"afterText\": \"\", \"attributesHtml\": \"<div><strong>class:</strong> relationship</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">type</span>: <span class=\\\"lx-attr-value\\\">affectionate longing</span>}</div>\"}];\n",
+       "    const extractions = [{\"index\": 0, \"class\": \"character\", \"text\": \"Lady Juliet\", \"color\": \"#D2E3FC\", \"startPos\": 0, \"endPos\": 11, \"beforeText\": \"\", \"extractionText\": \"Lady Juliet\", \"afterText\": \" gazed longingly at the stars, her heart aching for Romeo\", \"attributesHtml\": \"<div><strong>class:</strong> character</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">emotional_state</span>: <span class=\\\"lx-attr-value\\\">longing</span>}</div>\"}, {\"index\": 1, \"class\": \"emotion\", \"text\": \"gazed longingly\", \"color\": \"#C8E6C9\", \"startPos\": 12, \"endPos\": 27, \"beforeText\": \"Lady Juliet \", \"extractionText\": \"gazed longingly\", \"afterText\": \" at the stars, her heart aching for Romeo\", \"attributesHtml\": \"<div><strong>class:</strong> emotion</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">feeling</span>: <span class=\\\"lx-attr-value\\\">intense desire</span>}</div>\"}, {\"index\": 2, \"class\": \"relationship\", \"text\": \"her heart aching for Romeo\", \"color\": \"#FEF0C3\", \"startPos\": 42, \"endPos\": 68, \"beforeText\": \"Lady Juliet gazed longingly at the stars, \", \"extractionText\": \"her heart aching for Romeo\", \"afterText\": \"\", \"attributesHtml\": \"<div><strong>class:</strong> relationship</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">type</span>: <span class=\\\"lx-attr-value\\\">affectionate longing</span>}</div>\"}, {\"index\": 3, \"class\": \"character\", \"text\": \"Romeo\", \"color\": \"#D2E3FC\", \"startPos\": 63, \"endPos\": 68, \"beforeText\": \"Lady Juliet gazed longingly at the stars, her heart aching for \", \"extractionText\": \"Romeo\", \"afterText\": \"\", \"attributesHtml\": \"<div><strong>class:</strong> character</div><div><strong>attributes:</strong> {<span class=\\\"lx-attr-key\\\">emotional_state</span>: <span class=\\\"lx-attr-value\\\">desired</span>}</div>\"}];\n",
        "    let currentIndex = 0;\n",
        "    let isPlaying = false;\n",
        "    let animationInterval = null;\n",

pyproject.toml

@@ -18,6 +18,9 @@ dependencies = [
 
 [dependency-groups]
 dev = [
+    "jupyter>=1.1.1",
+    "langextract[openai]>=1.0.9",
+    "llama-cpp-python[server]>=0.3.16",
     "notebook>=7.4.5",
     "ruff>=0.12.12",
 ]