update documentation to use gpt-4o and gpt-4o-mini, and use correct o…

…utlines interfaces

docs/reference/index.md

@@ -10,6 +10,6 @@ By default, language models stop generating tokens after and <EOS> token was gen
 ```python
 import outlines.models as models
 
-complete = models.openai("gpt-3.5-turbo")
+complete = models.openai("gpt-4o-mini")
 expert = complete("Name an expert in quantum gravity.", stop_at=["\n", "."])
 ```

examples/babyagi.py

@@ -10,7 +10,7 @@
 import outlines
 import outlines.models as models
 
-model = models.openai("gpt-3.5-turbo")
+model = models.openai("gpt-4o-mini")
 complete = outlines.generate.text(model)
 
 

examples/math_generate_code.py

@@ -35,7 +35,7 @@ def execute_code(code):
 
 
 prompt = answer_with_code_prompt(question, examples)
-model = models.openai("gpt-3.5-turbo")
+model = models.openai("gpt-4o-mini")
 answer = outlines.generate.text(model)(prompt)
 result = execute_code(answer)
 print(f"It takes Carla {result:.0f} minutes to download the file.")

examples/meta_prompting.py

@@ -140,7 +140,7 @@ def run_example(model_fn, question, model_name):
     parser.add_argument(
         "--model",
         type=str,
-        default="gpt-3.5-turbo-1106",
+        default="gpt-4o-mini",
         help="The Large Language Model to use to run the examples.",
     )
     args = parser.parse_args()

examples/pick_odd_one_out.py

@@ -31,7 +31,7 @@ def build_ooo_prompt(options):
 
 options = ["sea", "mountains", "plains", "sock"]
 
-model = models.openai("gpt-3.5-turbo")
+model = models.openai("gpt-4o-mini")
 gen_text = outlines.generate.text(model)
 gen_choice = outlines.generate.choice(model, options)
 

examples/react.py

@@ -13,6 +13,7 @@
 import requests  # type: ignore
 
 import outlines
+import outlines.generate as generate
 import outlines.models as models
 
 
@@ -45,25 +46,25 @@ def search_wikipedia(query: str):
 
 
 prompt = build_reAct_prompt("Where is Apple Computers headquarted? ")
-model = models.openai("gpt-3.5-turbo")
-complete = outlines.generate.text(model)
+model = models.openai("gpt-4o-mini")
+
+mode_generator = generate.choice(model, choices=["Tho", "Act"])
+action_generator = generate.choice(model, choices=["Search", "Finish"])
+text_generator = generate.text(model)
 
 for i in range(1, 10):
-    mode = complete.generate_choice(prompt, choices=["Tho", "Act"], max_tokens=128)
+    mode = mode_generator(prompt, max_tokens=128)
     prompt = add_mode(i, mode, "", prompt)
 
     if mode == "Tho":
-        thought = complete(prompt, stop_at="\n", max_tokens=128)
+        thought = text_generator(prompt, stop_at="\n", max_tokens=128)
         prompt += f"{thought}"
     elif mode == "Act":
-        action = complete.generate_choice(
-            prompt, choices=["Search", "Finish"], max_tokens=128
-        )
+        action = action_generator(prompt, max_tokens=128)
         prompt += f"{action} '"
 
-        subject = complete(
-            prompt, stop_at=["'"], max_tokens=128
-        )  # Apple Computers headquartered
+        subject = text_generator(prompt, stop_at=["'"], max_tokens=128)
+        # Apple Computers headquartered
         subject = " ".join(subject.split()[:2])
         prompt += f"{subject}'"
 

examples/self_consistency.py

@@ -55,7 +55,7 @@ def few_shots(question, examples):
     """
 
 
-model = models.openai("gpt-3.5-turbo")
+model = models.openai("gpt-4o-mini")
 generator = outlines.generate.text(model)
 prompt = few_shots(question, examples)
 answers = generator(prompt, samples=10)