Updates readme

README.md

@@ -22,12 +22,14 @@ tags:
 
 ## How to Get Started with the Model (Sample inference code)
 
-This code snippets show how to get quickly started with running the model on a GPU:
+This code snippets show how to get quickly started with running the model on a CPU with ollama:
 
-```python
+```bash
 # install ollama
-# run:
-# `ollama pull hf.co/jackboyla/Phi-3-mini-4k-instruct-graph-GGUF:Q8_0`
+ollama pull hf.co/jackboyla/Phi-3-mini-4k-instruct-graph-GGUF:Q8_0
+```
+
+```python
 import requests
 import json
 
@@ -82,101 +84,105 @@ response = requests.post(url, json=payload)
 
 # Print the response
 print(response.status_code)
-print(response.json())
-
-# Output:
-
-# {
-#     "nodes": [
-#         {
-#             "id": "OpenAI",
-#             "type": "organization",
-#             "detailed_type": "ai research organization"
-#         },
-#         {
-#             "id": "GPT family",
-#             "type": "technology",
-#             "detailed_type": "large language models"
-#         },
-#         {
-#             "id": "DALL-E series",
-#             "type": "technology",
-#             "detailed_type": "text-to-image models"
-#         },
-#         {
-#             "id": "Sora",
-#             "type": "technology",
-#             "detailed_type": "text-to-video model"
-#         },
-#         {
-#             "id": "ChatGPT",
-#             "type": "technology",
-#             "detailed_type": "generative ai"
-#         },
-#         {
-#             "id": "San Francisco",
-#             "type": "location",
-#             "detailed_type": "city"
-#         },
-#         {
-#             "id": "California",
-#             "type": "location",
-#             "detailed_type": "state"
-#         },
-#         {
-#             "id": "December 2015",
-#             "type": "date",
-#             "detailed_type": "foundation date"
-#         },
-#         {
-#             "id": "November 2022",
-#             "type": "date",
-#             "detailed_type": "release date"
-#         }
-#     ],
-#     "edges": [
-#         {
-#             "from": "OpenAI",
-#             "to": "San Francisco",
-#             "label": "headquartered in"
-#         },
-#         {
-#             "from": "San Francisco",
-#             "to": "California",
-#             "label": "located in"
-#         },
-#         {
-#             "from": "OpenAI",
-#             "to": "December 2015",
-#             "label": "founded in"
-#         },
-#         {
-#             "from": "OpenAI",
-#             "to": "GPT family",
-#             "label": "developed"
-#         },
-#         {
-#             "from": "OpenAI",
-#             "to": "DALL-E series",
-#             "label": "developed"
-#         },
-#         {
-#             "from": "OpenAI",
-#             "to": "Sora",
-#             "label": "developed"
-#         },
-#         {
-#             "from": "OpenAI",
-#             "to": "ChatGPT",
-#             "label": "released"
-#         },
-#         {
-#             "from": "ChatGPT",
-#             "to": "November 2022",
-#             "label": "released in"
-#         }
-#     ]
-# }
+out = json.loads(response.content.decode('utf-8'))['message']['content']
+print(json.dumps(json.loads(out), indent=2))
+
+```
+
+Output:
+
+```json
+{
+    "nodes": [
+        {
+            "id": "OpenAI",
+            "type": "organization",
+            "detailed_type": "ai research organization"
+        },
+        {
+            "id": "GPT family",
+            "type": "technology",
+            "detailed_type": "large language models"
+        },
+        {
+            "id": "DALL-E series",
+            "type": "technology",
+            "detailed_type": "text-to-image models"
+        },
+        {
+            "id": "Sora",
+            "type": "technology",
+            "detailed_type": "text-to-video model"
+        },
+        {
+            "id": "ChatGPT",
+            "type": "technology",
+            "detailed_type": "generative ai"
+        },
+        {
+            "id": "San Francisco",
+            "type": "location",
+            "detailed_type": "city"
+        },
+        {
+            "id": "California",
+            "type": "location",
+            "detailed_type": "state"
+        },
+        {
+            "id": "December 2015",
+            "type": "date",
+            "detailed_type": "foundation date"
+        },
+        {
+            "id": "November 2022",
+            "type": "date",
+            "detailed_type": "release date"
+        }
+    ],
+    "edges": [
+        {
+            "from": "OpenAI",
+            "to": "San Francisco",
+            "label": "headquartered in"
+        },
+        {
+            "from": "San Francisco",
+            "to": "California",
+            "label": "located in"
+        },
+        {
+            "from": "OpenAI",
+            "to": "December 2015",
+            "label": "founded in"
+        },
+        {
+            "from": "OpenAI",
+            "to": "GPT family",
+            "label": "developed"
+        },
+        {
+            "from": "OpenAI",
+            "to": "DALL-E series",
+            "label": "developed"
+        },
+        {
+            "from": "OpenAI",
+            "to": "Sora",
+            "label": "developed"
+        },
+        {
+            "from": "OpenAI",
+            "to": "ChatGPT",
+            "label": "released"
+        },
+        {
+            "from": "ChatGPT",
+            "to": "November 2022",
+            "label": "released in"
+        }
+    ]
+}
 ```
 
 ### About GGUF