[#115|#116] Update model fetching and response format

Changes:
- Secret manager will no longer be used to fetch the available model list.
- Models are instructed to return JSON responses to avoid unnecessary instructions like "Here is the summary...".
- Temporarily removed the Gemini model as we need to find a way to specify its specific model.
- Temporarily removed the EEVE model because it requires additional processing to get responses in JSON format.

model.py

@@ -2,6 +2,7 @@
 This module contains functions to interact with the models.
 """
 
+from enum import Enum
 import json
 import os
 from typing import List
@@ -23,10 +24,9 @@ models_secret = secretmanager_client.access_secret_version(
                                                   MODELS_SECRET, "latest"))
 decoded_secret = models_secret.payload.data.decode("UTF-8")
 
-supported_models_json = json.loads(decoded_secret)
 
-DEFAULT_SUMMARIZE_INSTRUCTION = "Summarize the following text, maintaining the language of the text."  # pylint: disable=line-too-long
-DEFAULT_TRANSLATE_INSTRUCTION = "Translate the following text from {source_lang} to {target_lang}."  # pylint: disable=line-too-long
+DEFAULT_SUMMARIZE_INSTRUCTION = "Summarize the given text without changing the language of it."  # pylint: disable=line-too-long
+DEFAULT_TRANSLATE_INSTRUCTION = "Translate the given text from {source_lang} to {target_lang}."  # pylint: disable=line-too-long
 
 
 class ContextWindowExceededError(Exception):
@@ -39,37 +39,110 @@ class Model:
       self,
       name: str,
       provider: str = None,
-      # The JSON keys are in camelCase. To unpack these keys into
-      # Model attributes, we need to use the same camelCase names.
-      apiKey: str = None,  # pylint: disable=invalid-name
-      apiBase: str = None,  # pylint: disable=invalid-name
-      summarizeInstruction: str = None,  # pylint: disable=invalid-name
-      translateInstruction: str = None):  # pylint: disable=invalid-name
+      api_key: str = None,
+      api_base: str = None,
+      summarize_instruction: str = None,
+      translate_instruction: str = None,
+  ):
     self.name = name
     self.provider = provider
-    self.api_key = apiKey
-    self.api_base = apiBase
-    self.summarize_instruction = summarizeInstruction or DEFAULT_SUMMARIZE_INSTRUCTION  # pylint: disable=line-too-long
-    self.translate_instruction = translateInstruction or DEFAULT_TRANSLATE_INSTRUCTION  # pylint: disable=line-too-long
-
-  def completion(self, messages: List, max_tokens: float = None) -> str:
+    self.api_key = api_key
+    self.api_base = api_base
+    self.summarize_instruction = summarize_instruction or DEFAULT_SUMMARIZE_INSTRUCTION  # pylint: disable=line-too-long
+    self.translate_instruction = translate_instruction or DEFAULT_TRANSLATE_INSTRUCTION  # pylint: disable=line-too-long
+
+  def completion(self,
+                 instruction: str,
+                 prompt: str,
+                 max_tokens: float = None) -> str:
+    messages = [{
+        "role":
+            "system",
+        "content":
+            instruction + """
+Output following this JSON format:
+{"result": "your result here"}"""
+    }, {
+        "role": "user",
+        "content": prompt
+    }]
     try:
-      response = litellm.completion(model=self.provider + "/" +
-                                    self.name if self.provider else self.name,
-                                    api_key=self.api_key,
-                                    api_base=self.api_base,
-                                    messages=messages,
-                                    max_tokens=max_tokens)
+      response = litellm.completion(
+          model=self.provider + "/" + self.name if self.provider else self.name,
+          api_key=self.api_key,
+          api_base=self.api_base,
+          messages=messages,
+          max_tokens=max_tokens,
+          # Ref: https://litellm.vercel.app/docs/completion/input#optional-fields # pylint: disable=line-too-long
+          response_format={"type": "json_object"})
+
+      json_response = response.choices[0].message.content
+      parsed_json = json.loads(json_response)
+      return parsed_json["result"]
 
-      return response.choices[0].message.content
+    except litellm.ContextWindowExceededError as e:
+      raise ContextWindowExceededError() from e
+    except json.JSONDecodeError as e:
+      raise RuntimeError(f"Failed to get JSON response: {e}") from e
+
+
+class AnthropicModel(Model):
+
+  def completion(self,
+                 instruction: str,
+                 prompt: str,
+                 max_tokens: float = None) -> str:
+    # Ref: https://docs.anthropic.com/en/docs/test-and-evaluate/strengthen-guardrails/increase-consistency#prefill-claudes-response # pylint: disable=line-too-long
+    prefix = "<result>"
+    suffix = "</result>"
+    messages = [{
+        "role":
+            "user",
+        "content":
+            f"""{instruction}
+Output following this format:
+{prefix}...{suffix}
+Text:
+{prompt}"""
+    }, {
+        "role": "assistant",
+        "content": prefix
+    }]
+    try:
+      response = litellm.completion(
+          model=self.provider + "/" + self.name if self.provider else self.name,
+          api_key=self.api_key,
+          api_base=self.api_base,
+          messages=messages,
+          max_tokens=max_tokens,
+      )
 
     except litellm.ContextWindowExceededError as e:
       raise ContextWindowExceededError() from e
 
+    result = response.choices[0].message.content
+    if not result.endswith(suffix):
+      raise RuntimeError(f"Failed to get the formatted response: {result}")
+
+    return result.removesuffix(suffix).strip()
+
 
 supported_models: List[Model] = [
-    Model(name=model_name, **model_config)
-    for model_name, model_config in supported_models_json.items()
+    Model("gpt-4o-2024-05-13"),
+    Model("gpt-4-turbo-2024-04-09"),
+    Model("gpt-4-0125-preview"),
+    Model("gpt-4-1106-preview"),
+    Model("gpt-3.5-turbo-0125"),
+    AnthropicModel("claude-3-opus-20240229"),
+    AnthropicModel("claude-3-sonnet-20240229"),
+    AnthropicModel("claude-3-haiku-20240307"),
+    Model("mistral-tiny-2312", provider="mistral"),
+    Model("mistral-small-2312", provider="mistral"),
+    Model("mistral-small-2402", provider="mistral"),
+    Model("mistral-medium-2312", provider="mistral"),
+    Model("mistral-large-2402", provider="mistral"),
+    Model("llama3-8b-8192", provider="groq"),
+    Model("llama3-70b-8192", provider="groq"),
 ]
 
 
@@ -77,14 +150,7 @@ def check_models(models: List[Model]):
   for model in models:
     print(f"Checking model {model.name}...")
     try:
-      model.completion(messages=[{
-          "role": "system",
-          "content": "You are a kind person."
-      }, {
-          "role": "user",
-          "content": "Hello."
-      }],
-                       max_tokens=5)
+      model.completion("You are an AI model.", "Hello, world!")
       print(f"Model {model.name} is available.")
 
     # This check is designed to verify the availability of the models

poetry.lock

@@ -1508,6 +1508,109 @@ files = [
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
+[[package]]
+name = "ijson"
+version = "3.3.0"
+description = "Iterative JSON parser with standard Python iterator interfaces"
+optional = false
+python-versions = "*"
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+    {file = "ijson-3.3.0.tar.gz", hash = "sha256:7f172e6ba1bee0d4c8f8ebd639577bfe429dee0f3f96775a067b8bae4492d8a0"},
+]
+
 [[package]]
 name = "importlib-metadata"
 version = "7.1.0"
@@ -1795,24 +1898,26 @@ test = ["pytest (==7.4.3)"]
 
 [[package]]
 name = "litellm"
-version = "1.39.5"
+version = "1.40.26"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 files = [
-    {file = "litellm-1.39.5-py3-none-any.whl", hash = "sha256:1e8dd43c5d257fa8d7a0039b20aed7aeed4463d53608d1ba4ac233f1967a5330"},
-    {file = "litellm-1.39.5.tar.gz", hash = "sha256:8f4ea9fe21d67890e81a578e12c30b4172260ff35971dc7c3edf7eb69167d3be"},
+    {file = "litellm-1.40.26-py3-none-any.whl", hash = "sha256:5daedec00a3a8e32f55b3099190ccd9d550177f6e516823002831e6620ae771c"},
+    {file = "litellm-1.40.26.tar.gz", hash = "sha256:4dfd4ca3eb50a62600e60303c4975ba9fe7c52d07882d0d2b6bad2d474d88758"},
 ]
 
 [package.dependencies]
 aiohttp = "*"
 click = "*"
+ijson = "*"
 importlib-metadata = ">=6.8.0"
 jinja2 = ">=3.1.2,<4.0.0"
 openai = ">=1.27.0"
+pydantic = ">=2.0.0,<3.0.0"
 python-dotenv = ">=0.2.0"
 requests = ">=2.31.0,<3.0.0"
-tiktoken = ">=0.4.0"
+tiktoken = ">=0.7.0"
 tokenizers = "*"
 
 [package.extras]
@@ -3862,4 +3967,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "1a8c3540dde4c9707b6e8907efc355ff494385aa73275e9eb901270a658d9545"
+content-hash = "86b3d843ec602af91f686b93bed8ac01561e4eaca2eda509a4fcaeffcca5ad6b"

pyproject.toml

@@ -12,7 +12,7 @@ google-cloud-secret-manager = "^2.20.0"
 google-generativeai = "^0.5.4"
 gradio = "^4.32.1"
 lingua-language-detector = "^2.0.2"
-litellm = "^1.39.5"
+litellm = "^1.40.26"
 
 [tool.poetry-auto-export]
 output = "requirements.txt"

requirements.txt

@@ -53,6 +53,7 @@ httptools==0.6.1 ; python_version >= "3.11" and python_version < "4.0"
 httpx==0.27.0 ; python_version >= "3.11" and python_version < "4.0"
 huggingface-hub==0.23.2 ; python_version >= "3.11" and python_version < "4.0"
 idna==3.7 ; python_version >= "3.11" and python_version < "4.0"
+ijson==3.3.0 ; python_version >= "3.11" and python_version < "4.0"
 importlib-metadata==7.1.0 ; python_version >= "3.11" and python_version < "4.0"
 importlib-resources==6.4.0 ; python_version >= "3.11" and python_version < "4.0"
 jinja2==3.1.4 ; python_version >= "3.11" and python_version < "4.0"
@@ -60,7 +61,7 @@ jsonschema-specifications==2023.12.1 ; python_version >= "3.11" and python_versi
 jsonschema==4.22.0 ; python_version >= "3.11" and python_version < "4.0"
 kiwisolver==1.4.5 ; python_version >= "3.11" and python_version < "4.0"
 lingua-language-detector==2.0.2 ; python_version >= "3.11" and python_version < "4.0"
-litellm==1.39.5 ; python_version >= "3.11" and python_version < "4.0"
+litellm==1.40.26 ; python_version >= "3.11" and python_version < "4.0"
 markdown-it-py==3.0.0 ; python_version >= "3.11" and python_version < "4.0"
 markupsafe==2.1.5 ; python_version >= "3.11" and python_version < "4.0"
 matplotlib==3.9.0 ; python_version >= "3.11" and python_version < "4.0"