diff --git a/cursive/compat/pydantic.py b/cursive/compat/pydantic.py index f7d2497..651b9b5 100644 --- a/cursive/compat/pydantic.py +++ b/cursive/compat/pydantic.py @@ -1,6 +1,5 @@ try: from pydantic.v1 import BaseModel, Field, validate_arguments - except ImportError: from pydantic import BaseModel, Field, validate_arguments diff --git a/cursive/cursive.py b/cursive/cursive.py index 1cae450..c8c2720 100644 --- a/cursive/cursive.py +++ b/cursive/cursive.py @@ -189,7 +189,7 @@ def embed(self, content: str): "embedding:success", CursiveHookPayload( data=result, - time=time() - start, + duration=time() - start, ), ) self._hooks.call_hook( diff --git a/cursive/function.py b/cursive/function.py index 08658b6..4add449 100644 --- a/cursive/function.py +++ b/cursive/function.py @@ -11,6 +11,9 @@ class CursiveCustomFunction(BaseModel): function_schema: dict[str, Any] pause: bool = False + class Config: + arbitrary_types_allowed = True + class CursiveFunction(CursiveCustomFunction): def __setup__(self, function: Callable): @@ -18,6 +21,7 @@ def __setup__(self, function: Callable): description = dedent(function.__doc__ or "").strip() parameters = validate_arguments(function).model.schema() + # Delete ['v__duplicate_kwargs', 'args', 'kwargs'] from parameters for k in ["v__duplicate_kwargs", "args", "kwargs"]: if k in parameters["properties"]: @@ -33,10 +37,15 @@ def __setup__(self, function: Callable): if parameters: schema = parameters + properties = schema.get("properties") or {} + definitions = schema.get("definitions") or {} + resolved_properties = remove_key_deep(resolve_ref(properties, definitions), "title") + + function_schema = { "parameters": { "type": schema.get("type"), - "properties": schema.get("properties") or {}, + "properties": resolved_properties, "required": schema.get("required") or [], }, "description": description, @@ -66,3 +75,49 @@ def decorator(function: Callable = None): return CursiveFunction(function, pause=pause) return decorator + +def resolve_ref(data, definitions): + """ + Recursively checks for a $ref key in a dictionary and replaces it with an entry in the definitions + dictionary, changing the key `$ref` to `type`. + + Args: + data (dict): The data dictionary to check for $ref keys. + definitions (dict): The definitions dictionary to replace $ref keys with. + + Returns: + dict: The data dictionary with $ref keys replaced. + """ + if isinstance(data, dict): + if "$ref" in data: + ref = data["$ref"].split('/')[-1] + if ref in definitions: + definition = definitions[ref] + data = definition + else: + for key, value in data.items(): + data[key] = resolve_ref(value, definitions) + elif isinstance(data, list): + for index, value in enumerate(data): + data[index] = resolve_ref(value, definitions) + return data + +def remove_key_deep(data, key): + """ + Recursively removes a key from a dictionary. + + Args: + data (dict): The data dictionary to remove the key from. + key (str): The key to remove from the dictionary. + + Returns: + dict: The data dictionary with the key removed. + """ + if isinstance(data, dict): + data.pop(key, None) + for k, v in data.items(): + data[k] = remove_key_deep(v, key) + elif isinstance(data, list): + for index, value in enumerate(data): + data[index] = remove_key_deep(value, key) + return data \ No newline at end of file diff --git a/cursive/tests/test_function_schema.py b/cursive/tests/test_function_schema.py new file mode 100644 index 0000000..c965e18 --- /dev/null +++ b/cursive/tests/test_function_schema.py @@ -0,0 +1,19 @@ +from cursive.compat.pydantic import BaseModel +from cursive.function import cursive_function + +def test_function_schema_allows_arbitrary_types(): + + class Character(BaseModel): + name: str + age: int + + @cursive_function() + def gen_arbitrary_type(character: Character): + """ + A test function. + + character: A character. + """ + return f"{character.name} is {character.age} years old." + + assert 'description' in gen_arbitrary_type.function_schema \ No newline at end of file diff --git a/examples/compare-embeddings.py b/examples/compare-embeddings.py new file mode 100644 index 0000000..c4e7c0e --- /dev/null +++ b/examples/compare-embeddings.py @@ -0,0 +1,13 @@ +from cursive import Cursive +import numpy as np + +cursive = Cursive() + +x1 = cursive.embed("""Pizza""") + +x2 = cursive.embed("""Cat""") + +def cosine_similarity(x, y): + return np.dot(x, y) / (np.linalg.norm(x) * np.linalg.norm(y)) + +print(cosine_similarity(x1, x2)) \ No newline at end of file diff --git a/examples/generate-list-of-objects.py b/examples/generate-list-of-objects.py new file mode 100644 index 0000000..871194d --- /dev/null +++ b/examples/generate-list-of-objects.py @@ -0,0 +1,28 @@ +from typing import List +from cursive.compat.pydantic import BaseModel +from cursive.function import cursive_function +from cursive import Cursive + +class Input(BaseModel): + input: str + idx: int + +@cursive_function(pause=True) +def gen_character_list(inputs: List[Input]): + """ + Given a prompt (which is directives for a LLM), generate possible inputs that could be fed to it. + Generate 10 inputs. + + inputs: A list of inputs. + """ + return inputs + +c = Cursive() + +res = c.ask( + prompt="Generate a headline for a SaaS company.", + model="gpt-4", + function_call=gen_character_list +) + +print(res.function_result) \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 9d1562d..8e81df3 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,99 +1,99 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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