Repository: HazyResearch/manifest (language: python)

Issue:
Add `get_model_params()` to OPT and OpenAI clients

Turn off caching possibility (turned on default)
Let people have caching turned off by default.

Will need to add a NoOp Cache with no caching.

Set that to be default.


Discussion / hints:

Fix patch:
diff --git a/Makefile b/Makefile
index 63d96c2..358bc88 100644
--- a/Makefile
+++ b/Makefile
@@ -1,7 +1,6 @@
 dev:
 	poetry install
 	poetry run pre-commit install
-	poetry run mypy --install-types
 
 test: dev check
 	poetry run pytest tests
diff --git a/manifest/api/models/huggingface.py b/manifest/api/models/huggingface.py
index ddb5b47..beebc5e 100644
--- a/manifest/api/models/huggingface.py
+++ b/manifest/api/models/huggingface.py
@@ -4,6 +4,7 @@
 from pathlib import Path
 from typing import Any, Dict, List
 
+import torch
 from transformers import (
     AutoModelForSeq2SeqLM,
     AutoTokenizer,
@@ -27,8 +28,12 @@ def __init__(
         """Initialize."""
         self.model = model
         self.tokenizer = tokenizer
-        self.device = device
-        self.model.to(self.device)  # type: ignore
+        self.device = (
+            torch.device("cpu")
+            if (device == -1 or not torch.cuda.is_available())
+            else torch.device(f"cuda:{device}")
+        )
+        self.model = self.model.to(self.device)  # type: ignore
 
     def __call__(self, text: str, **kwargs: Any) -> List[Dict[str, str]]:
         """Generate from text.
@@ -106,7 +111,7 @@ def __init__(self, model_name: str, cache_dir: str, device: int):
             self.model_path, cache_dir=cache_dir
         )
         tokenizer = AutoTokenizer.from_pretrained(model_name)
-        self.pipeline = MODEL_PIPELINE[model_name](
+        self.pipeline = MODEL_PIPELINE[model_name](  # type: ignore
             model=model, tokenizer=tokenizer, device=device
         )
         self.returns_input = "gpt" in model_name
@@ -142,8 +147,10 @@ def generate(self, prompt: str, **kwargs: Any) -> List[str]:
             do_sample=kwargs.get("do_sample"),
             num_return_sequences=num_return,
         )
+        # Correctly returns prompt without extra spaces
+        decoded_prompt = self.pipeline.tokenizer.decode(encoded_prompt)
         if self.returns_input:
-            start_idx = len(prompt)
+            start_idx = len(decoded_prompt)
         else:
             start_idx = 0
         if num_return == 1:
diff --git a/manifest/caches/noop.py b/manifest/caches/noop.py
new file mode 100644
index 0000000..d384ca5
--- /dev/null
+++ b/manifest/caches/noop.py
@@ -0,0 +1,47 @@
+"""Noop cache."""
+from typing import Any, Dict, Union
+
+from manifest.caches import Cache
+
+
+class NoopCache(Cache):
+    """A Noop cache that caches nothing for request/response pairs."""
+
+    def connect(self, connection_str: str, cache_args: Dict[str, Any]) -> None:
+        """
+        Connect to client.
+
+        Args:
+            connection_str: connection string.
+            cache_args: cache arguments.
+        """
+        pass
+
+    def close(self) -> None:
+        """Close the client."""
+        pass
+
+    def get_key(self, key: str, table: str = "default") -> Union[str, None]:
+        """
+        Return None key for never in cache.
+
+        Args:
+            key: key for cache.
+            table: table to get key in.
+        """
+        return None
+
+    def set_key(self, key: str, value: str, table: str = "default") -> None:
+        """
+        Do not set anything as no cache.
+
+        Args:
+            key: key for cache.
+            value: new value for key.
+            table: table to set key in.
+        """
+        pass
+
+    def commit(self) -> None:
+        """Commit any results."""
+        pass
diff --git a/manifest/clients/ai21.py b/manifest/clients/ai21.py
new file mode 100644
index 0000000..00dfe58
--- /dev/null
+++ b/manifest/clients/ai21.py
@@ -0,0 +1,103 @@
+"""OpenAI client."""
+import logging
+import os
+from typing import Any, Callable, Dict, Optional, Tuple
+
+import requests
+
+from manifest.clients.client import Client
+
+logger = logging.getLogger(__name__)
+
+AI21_ENGINES = {
+    "j1-jumbo",
+    "j1-grande",
+    "j1-large",
+}
+
+
+class AI21Client(Client):
+    """AI21Client client."""
+
+    def connect(
+        self,
+        connection_str: Optional[str] = None,
+        client_args: Dict[str, Any] = {},
+    ) -> None:
+        """
+        Connect to the AI21 server.
+
+        connection_str is passed as default AI21_API_KEY if variable not set.
+
+        Args:
+            connection_str: connection string.
+            client_args: client arguments.
+        """
+        # Taken from https://studio.ai21.com/docs/api/
+        self.host = "https://api.ai21.com/studio/v1"
+        self.api_key = os.environ.get("AI21_API_KEY", connection_str)
+        if self.api_key is None:
+            raise ValueError(
+                "AI21 API key not set. Set AI21_API_KEY environment "
+                "variable or pass through `connection_str`."
+            )
+        self.engine = client_args.pop("engine", "j1-large")
+        if self.engine not in AI21_ENGINES:
+            raise ValueError(f"Invalid engine {self.engine}. Must be {AI21_ENGINES}.")
+        self.temperature = client_args.pop("temperature", 0.0)
+        self.max_tokens = client_args.pop("max_tokens", 10)
+        self.top_k_return = client_args.pop("topKReturn", 1.0)
+        self.num_results = client_args.pop("numResults", 1)
+        self.top_p = client_args.pop("topP", 1.0)
+
+    def close(self) -> None:
+        """Close the client."""
+        pass
+
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        return {"model_name": "ai21", "engine": self.engine}
+
+    def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Dict]:
+        """
+        Get request string function.
+
+        Args:
+            query: query string.
+
+        Returns:
+            request function that takes no input.
+            request parameters as dict.
+        """
+        request_params = {
+            "engine": kwargs.get("engine", self.engine),
+            "prompt": query,
+            "temperature": kwargs.get("temperature", self.temperature),
+            "maxTokens": kwargs.get("maxTokens", self.max_tokens),
+            "topKReturn": kwargs.get("topKReturn", self.top_k_return),
+            "numResults": kwargs.get("numResults", self.num_results),
+            "topP": kwargs.get("topP", self.top_p),
+        }
+
+        def _run_completion() -> Dict:
+            post_str = self.host + "/" + self.engine + "/complete"
+            print(self.api_key)
+            print(post_str)
+            print("https://api.ai21.com/studio/v1/j1-large/complete")
+            print(request_params)
+            res = requests.post(
+                post_str,
+                headers={"Authorization": f"Bearer {self.api_key}"},
+                json=request_params,
+            )
+            return res.json()
+
+        return _run_completion, request_params
diff --git a/manifest/clients/client.py b/manifest/clients/client.py
index d77a04c..58b391f 100644
--- a/manifest/clients/client.py
+++ b/manifest/clients/client.py
@@ -28,6 +28,19 @@ def close(self) -> None:
         """Close the client."""
         raise NotImplementedError()
 
+    @abstractmethod
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        raise NotImplementedError()
+
     @abstractmethod
     def connect(self, connection_str: str, client_args: Dict[str, Any]) -> None:
         """
diff --git a/manifest/clients/crfm.py b/manifest/clients/crfm.py
new file mode 100644
index 0000000..f588a4d
--- /dev/null
+++ b/manifest/clients/crfm.py
@@ -0,0 +1,138 @@
+"""OpenAI client."""
+import logging
+import os
+import sys
+from typing import Any, Callable, Dict, Optional, Tuple
+
+from manifest.clients.client import Client
+
+crfm_code_dir = os.environ.get("CRFM_CODE_DIR", "/home/code/benchmarking")
+sys.path.append(crfm_code_dir)
+
+from src.common.authentication import Authentication  # type: ignore
+from src.common.request import Request, RequestResult  # type: ignore
+from src.proxy.remote_service import RemoteService  # type: ignore
+
+logger = logging.getLogger(__name__)
+
+CRFM_ENGINES = {
+    "ai21/j1-jumbo",
+    "ai21/j1-grande",
+    "ai21/j1-large",
+}
+
+
+class CRFMClient(Client):
+    """CRFMClient client."""
+
+    def connect(
+        self,
+        connection_str: Optional[str] = None,
+        client_args: Dict[str, Any] = {},
+    ) -> None:
+        """
+        Connect to the CRFM endpoint.
+
+        connection_str is passed as default CRFM_API_KEY if variable not set.
+
+        Args:
+            connection_str: connection string.
+            client_args: client arguments.
+        """
+        self.service = RemoteService("https://crfm-models.stanford.edu")
+        api_key = os.environ.get("CRFM_API_KEY", connection_str)
+        if api_key is None:
+            raise ValueError(
+                "CRFM API key not set. Set CRFM_API_KEY environment "
+                "variable or pass through `connection_str`."
+            )
+        self.auth = Authentication(api_key=api_key)
+        self.engine = client_args.pop("engine", "ai21/j1-large")
+        if self.engine not in CRFM_ENGINES:
+            raise ValueError(f"Invalid engine {self.engine}. Must be {CRFM_ENGINES}.")
+        self.temperature = client_args.pop("temperature", 0.0)
+        self.max_tokens = client_args.pop("max_tokens", 10)
+        self.top_k_per_token = client_args.pop("top_k_per_token", 1)
+        self.num_completions = client_args.pop("num_completions", 1)
+        self.stop_sequences = client_args.pop("stop_sequences", [])
+        self.top_p = client_args.pop("top_p", 1.0)
+        self.presence_penalty = client_args.pop("presence_penalty", 1.0)
+        self.frequency_penalty = client_args.pop("frequency_penalty", 1.0)
+
+    def close(self) -> None:
+        """Close the client."""
+        pass
+
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        return {"model_name": "crfm", "engine": self.engine}
+
+    def format_response(self, response: RequestResult) -> Dict[str, Any]:
+        """
+        Format RequestResult to dict.
+
+        Args:
+            response: RequestResult
+
+        Return:
+            response as dict
+        """
+        return {
+            "object": "text_completion",
+            "model": self.engine,
+            "choices": [
+                {
+                    "text": text.text,
+                    # TODO: Add in more metadata for HF models
+                    # "logprobs": {
+                    #     "tokens": result["tokens"],
+                    #     "token_logprobs": result["token_scores"],
+                    #     "text_offset": result["text_offset"],
+                    #     "top_logprobs": result["top_logprobs"],
+                    #     "finish_reason": "length",
+                    # },
+                }
+                for text in response.completions
+            ],
+        }
+
+    def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Dict]:
+        """
+        Get request string function.
+
+        Args:
+            query: query string.
+
+        Returns:
+            request function that takes no input.
+            request parameters as dict.
+        """
+        request_params = {
+            "model": kwargs.get("engine", self.engine),
+            "prompt": query,
+            "temperature": kwargs.get("temperature", self.temperature),
+            "max_tokens": kwargs.get("max_tokens", self.max_tokens),
+            "top_k_per_token": kwargs.get("top_k_per_token", self.top_k_per_token),
+            "num_completions": kwargs.get("num_completions", self.num_completions),
+            "stop_sequences": kwargs.get("stop_sequences", self.stop_sequences),
+            "top_p": kwargs.get("top_p", self.top_p),
+            "presence_penalty": kwargs.get("presence_penalty", self.presence_penalty),
+            "frequency_penalty": kwargs.get(
+                "frequency_penalty", self.frequency_penalty
+            ),
+        }
+
+        def _run_completion() -> Dict:
+            request = Request(**request_params)
+            request_result = self.service.make_request(self.auth, request)
+            return self.format_response(request_result)
+
+        return _run_completion, request_params
diff --git a/manifest/clients/dummy.py b/manifest/clients/dummy.py
index 73617a6..d57172e 100644
--- a/manifest/clients/dummy.py
+++ b/manifest/clients/dummy.py
@@ -30,6 +30,18 @@ def close(self) -> None:
         """Close the client."""
         pass
 
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        return {"engine": "dummy"}
+
     def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Dict]:
         """
         Get request string function.
diff --git a/manifest/clients/openai.py b/manifest/clients/openai.py
index e4e2eab..6bb1ae3 100644
--- a/manifest/clients/openai.py
+++ b/manifest/clients/openai.py
@@ -49,6 +49,8 @@ def connect(
         self.temperature = client_args.pop("temperature", 0.0)
         self.max_tokens = client_args.pop("max_tokens", 10)
         self.top_p = client_args.pop("top_p", 1.0)
+        self.logprobs = client_args.pop("logprobs", None)
+        self.best_of = client_args.pop("best_of", 1)
         self.frequency_penalty = client_args.pop("frequency_penalty", 0.0)
         self.presence_penalty = client_args.pop("presence_penalty", 0.0)
         self.n = client_args.pop("n", 1)
@@ -57,6 +59,18 @@ def close(self) -> None:
         """Close the client."""
         pass
 
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        return {"model_name": "openai", "engine": self.engine}
+
     def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Dict]:
         """
         Get request string function.
@@ -77,6 +91,8 @@ def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Di
             "frequency_penalty": kwargs.get(
                 "frequency_penalty", self.frequency_penalty
             ),
+            "logprobs": kwargs.get("logprobs", self.logprobs),
+            "best_of": kwargs.get("best_of", self.best_of),
             "presence_penalty": kwargs.get("presence_penalty", self.presence_penalty),
             "n": kwargs.get("n", self.n),
         }
diff --git a/manifest/clients/opt.py b/manifest/clients/opt.py
index 4dce06c..91592e4 100644
--- a/manifest/clients/opt.py
+++ b/manifest/clients/opt.py
@@ -34,6 +34,18 @@ def close(self) -> None:
         """Close the client."""
         pass
 
+    def get_model_params(self) -> Dict:
+        """
+        Get model params.
+
+        By getting model params from the server, we can add to request
+        and make sure cache keys are unique to model.
+
+        Returns:
+            model params.
+        """
+        return {"model_name": "opt"}
+
     def get_request(self, query: str, **kwargs: Any) -> Tuple[Callable[[], Dict], Dict]:
         """
         Get request string function.
diff --git a/manifest/manifest.py b/manifest/manifest.py
index b392c5e..6acc82b 100644
--- a/manifest/manifest.py
+++ b/manifest/manifest.py
@@ -4,8 +4,10 @@
 
 from tqdm.auto import tqdm
 
+from manifest.caches.noop import NoopCache
 from manifest.caches.redis import RedisCache
 from manifest.caches.sqlite import SQLiteCache
+from manifest.clients.ai21 import AI21Client
 from manifest.clients.dummy import DummyClient
 from manifest.clients.huggingface import HuggingFaceClient
 from manifest.clients.openai import OpenAIClient
@@ -18,6 +20,7 @@
 
 CLIENT_CONSTRUCTORS = {
     "openai": OpenAIClient,
+    "ai21": AI21Client,
     "huggingface": HuggingFaceClient,
     "opt": OPTClient,
     "dummy": DummyClient,
@@ -26,8 +29,17 @@
 CACHE_CONSTRUCTORS = {
     "redis": RedisCache,
     "sqlite": SQLiteCache,
+    "noop": NoopCache,
 }
 
+try:
+    from manifest.clients.crfm import CRFMClient
+
+    CLIENT_CONSTRUCTORS["crfm"] = CRFMClient
+except ImportError:
+    # TODO: remove this when CRFM is public
+    pass
+
 
 class Manifest:
     """Manifest session object."""
@@ -36,8 +48,8 @@ def __init__(
         self,
         client_name: str = "openai",
         client_connection: Optional[str] = None,
-        cache_name: str = "redis",
-        cache_connection: str = "localhost:6379",
+        cache_name: str = "noop",
+        cache_connection: Optional[str] = None,
         stop_token: str = "",
         **kwargs: Any,
     ):
@@ -65,11 +77,13 @@ def __init__(
                 f"Choices are {list(CACHE_CONSTRUCTORS.keys())}"
             )
         self.client_name = client_name
-        # Must pass kwargs as dict to client "pop" methods removed used arguments
+        # Must pass kwargs as dict for client "pop" methods removed used arguments
         self.client = CLIENT_CONSTRUCTORS[client_name](  # type: ignore
             client_connection, client_args=kwargs
         )
-        self.cache = CACHE_CONSTRUCTORS[cache_name](cache_connection, cache_args=kwargs)
+        self.cache = CACHE_CONSTRUCTORS[cache_name](  # type: ignore
+            cache_connection, cache_args=kwargs
+        )
         if len(kwargs) > 0:
             raise ValueError(f"{list(kwargs.items())} arguments are not recognized.")
 
@@ -82,7 +96,7 @@ def close(self) -> None:
 
     def run(
         self,
-        prompt: Prompt,
+        prompt: Union[Prompt, str],
         input: Optional[Any] = None,
         overwrite_cache: bool = False,
         stop_token: Optional[str] = None,
@@ -93,7 +107,7 @@ def run(
         Run the prompt.
 
         Args:
-            prompt: prompt to run.
+            prompt: prompt to run. If string, will cast to prompt.
             input: input to prompt.
             overwrite_cache: whether to overwrite cache.
             stop_token: stop token for prompt generation.
@@ -103,6 +117,8 @@ def run(
         Returns:
             response from prompt.
         """
+        if isinstance(prompt, str):
+            prompt = Prompt(prompt)
         stop_token = stop_token if stop_token is not None else self.stop_token
         prompt_str = prompt(input)
         possible_request, full_kwargs = self.client.get_request(prompt_str, **kwargs)
@@ -143,6 +159,11 @@ def run_batch(
         Returns:
             batch of responses.
         """
+        if isinstance(prompt, str):
+            raise ValueError(
+                "Prompt must be a Prompt object for batch run on data. "
+                "We only support strings in `manifest.run`."
+            )
         if input is None:
             input = [None]
         return [
diff --git a/manifest/response.py b/manifest/response.py
index 266dc95..240f535 100644
--- a/manifest/response.py
+++ b/manifest/response.py
@@ -16,7 +16,8 @@ def __init__(self, response: Dict, cached: bool, request_params: Dict):
             not isinstance(self._response["choices"], list)
         ):
             raise ValueError(
-                "Response must be serialized to a dict with a list of choices"
+                "Response must be serialized to a dict with a list of choices. "
+                f"Response is {self._response}."
             )
         if len(self._response["choices"]) > 0:
             if "text" not in self._response["choices"][0]:
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 7d75279..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,1862 +0,0 @@
-[[package]]
-name = "alabaster"
-version = "0.7.12"
-description = "A configurable sidebar-enabled Sphinx theme"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "async-timeout"
-version = "4.0.2"
-description = "Timeout context manager for asyncio programs"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "attrs"
-version = "21.4.0"
-description = "Classes Without Boilerplate"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
-
-[[package]]
-name = "babel"
-version = "2.10.1"
-description = "Internationalization utilities"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-pytz = ">=2015.7"
-
-[[package]]
-name = "black"
-version = "22.3.0"
-description = "The uncompromising code formatter."
-category = "dev"
-optional = false
-python-versions = ">=3.6.2"
-
-[package.dependencies]
-click = ">=8.0.0"
-mypy-extensions = ">=0.4.3"
-pathspec = ">=0.9.0"
-platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
-jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-uvloop = ["uvloop (>=0.15.2)"]
-
-[[package]]
-name = "certifi"
-version = "2022.5.18.1"
-description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "cfgv"
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diff --git a/pyproject.toml b/pyproject.toml
index e0c3861..29a9a47 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,8 +22,8 @@ openai = "^0.18.1"
 redis = "^4.3.1"
 dill = "^0.3.5"
 Flask = "^2.1.2"
-transformers = "^4.19.2"
-torch = "^1.11.0"
+#transformers = "^4.19.2"
+#torch = "^1.11.0"
 requests = "^2.27.1"
 tqdm = "^4.64.0"
 types-redis = "^4.2.6"


Test patch:
diff --git a/tests/test_cache.py b/tests/test_cache.py
index c257452..27f60bc 100644
--- a/tests/test_cache.py
+++ b/tests/test_cache.py
@@ -3,6 +3,7 @@
 from redis import Redis
 from sqlitedict import SqliteDict
 
+from manifest.caches.noop import NoopCache
 from manifest.caches.redis import RedisCache
 from manifest.caches.sqlite import SQLiteCache
 
@@ -69,3 +70,33 @@ def test_get(sqlite_cache, redis_cache, cache_type):
     assert response.get_response() == "hello"
     assert not response.is_cached()
     assert response.get_request() == test_request
+
+
+def test_noop_cache():
+    """Test cache that is a no-op cache."""
+    cache = NoopCache(None)
+    cache.set_key("test", "valueA")
+    cache.set_key("testA", "valueB")
+    assert cache.get_key("test") is None
+    assert cache.get_key("testA") is None
+
+    cache.set_key("testA", "valueC")
+    assert cache.get_key("testA") is None
+
+    cache.get_key("test", table="prompt") is None
+    cache.set_key("test", "valueA", table="prompt")
+    cache.get_key("test", table="prompt") is None
+
+    # Assert always not cached
+    test_request = {"test": "hello", "testA": "world"}
+    compute = lambda: {"choices": [{"text": "hello"}]}
+
+    response = cache.get(test_request, overwrite_cache=False, compute=compute)
+    assert response.get_response() == "hello"
+    assert not response.is_cached()
+    assert response.get_request() == test_request
+
+    response = cache.get(test_request, overwrite_cache=False, compute=compute)
+    assert response.get_response() == "hello"
+    assert not response.is_cached()
+    assert response.get_request() == test_request
diff --git a/tests/test_response.py b/tests/test_response.py
index a453fcd..c5f0d4e 100644
--- a/tests/test_response.py
+++ b/tests/test_response.py
@@ -11,9 +11,9 @@ def test_init():
     assert str(exc_info.value) == "Response must be str or dict"
     with pytest.raises(ValueError) as exc_info:
         response = Response({"test": "hello"}, False, {})
-    assert (
-        str(exc_info.value)
-        == "Response must be serialized to a dict with a list of choices"
+    assert str(exc_info.value) == (
+        "Response must be serialized to a dict with a list of choices. "
+        "Response is {'test': 'hello'}."
     )
     with pytest.raises(ValueError) as exc_info:
         response = Response({"choices": [{"blah": "hello"}]}, False, {})