Distinguish between completion and chat models

packages/jupyter-ai-magics/jupyter_ai_magics/providers.py

@@ -239,6 +239,16 @@ class Config:
     provider is selected.
     """
 
+    @classmethod
+    def chat_models(self):
+        """Models which are suitable for chat."""
+        return self.models
+
+    @classmethod
+    def completion_models(self):
+        """Models which are suitable for completions."""
+        return self.models
+
     #
     # instance attrs
     #

packages/jupyter-ai/jupyter_ai/completions/handlers/llm_mixin.py

@@ -27,8 +27,8 @@ def __init__(self, *args, **kwargs):
         self.llm_chain = None
 
     def get_llm_chain(self):
-        lm_provider = self.config_manager.lm_provider
-        lm_provider_params = self.config_manager.lm_provider_params
+        lm_provider = self.config_manager.completions_lm_provider
+        lm_provider_params = self.config_manager.completions_lm_provider_params
 
         if not lm_provider or not lm_provider_params:
             return None

packages/jupyter-ai/jupyter_ai/config/config_schema.json

@@ -16,6 +16,18 @@
       "default": null,
       "readOnly": false
     },
+    "completions_model_provider_id": {
+      "$comment": "Language model global ID for completions.",
+      "type": ["string", "null"],
+      "default": null,
+      "readOnly": false
+    },
+    "completions_embeddings_provider_id": {
+      "$comment": "Embedding model global ID for completions.",
+      "type": ["string", "null"],
+      "default": null,
+      "readOnly": false
+    },
     "api_keys": {
       "$comment": "Dictionary of API keys, mapping key names to key values.",
       "type": "object",
@@ -37,6 +49,17 @@
         }
       },
       "additionalProperties": false
+    },
+    "completions_fields": {
+      "$comment": "Dictionary of model-specific fields, mapping LM GIDs to sub-dictionaries of field key-value pairs for completions.",
+      "type": "object",
+      "default": {},
+      "patternProperties": {
+        "^.*$": {
+          "anyOf": [{ "type": "object" }]
+        }
+      },
+      "additionalProperties": false
     }
   }
 }

packages/jupyter-ai/jupyter_ai/config_manager.py

@@ -164,41 +164,48 @@ def _process_existing_config(self, default_config):
                 {k: v for k, v in existing_config.items() if v is not None},
             )
             config = GlobalConfig(**merged_config)
-            validated_config = self._validate_lm_em_id(config)
+            validated_config = self._validate_lm_em_id(
+                config, lm_key="model_provider_id", em_key="embeddings_provider_id"
+            )
+            validated_config = self._validate_lm_em_id(
+                config,
+                lm_key="completions_model_provider_id",
+                em_key="completions_embeddings_provider_id",
+            )
 
             # re-write to the file to validate the config and apply any
             # updates to the config file immediately
             self._write_config(validated_config)
 
-    def _validate_lm_em_id(self, config):
-        lm_id = config.model_provider_id
-        em_id = config.embeddings_provider_id
+    def _validate_lm_em_id(self, config, lm_key, em_key):
+        lm_id = getattr(config, lm_key)
+        em_id = getattr(config, em_key)
 
         # if the currently selected language or embedding model are
         # forbidden, set them to `None` and log a warning.
         if lm_id is not None and not self._validate_model(lm_id, raise_exc=False):
             self.log.warning(
                 f"Language model {lm_id} is forbidden by current allow/blocklists. Setting to None."
             )
-            config.model_provider_id = None
+            setattr(config, lm_key, None)
         if em_id is not None and not self._validate_model(em_id, raise_exc=False):
             self.log.warning(
                 f"Embedding model {em_id} is forbidden by current allow/blocklists. Setting to None."
             )
-            config.embeddings_provider_id = None
+            setattr(config, em_key, None)
 
         # if the currently selected language or embedding model ids are
         # not associated with models, set them to `None` and log a warning.
         if lm_id is not None and not get_lm_provider(lm_id, self._lm_providers)[1]:
             self.log.warning(
                 f"No language model is associated with '{lm_id}'. Setting to None."
             )
-            config.model_provider_id = None
+            setattr(config, lm_key, None)
         if em_id is not None and not get_em_provider(em_id, self._em_providers)[1]:
             self.log.warning(
                 f"No embedding model is associated with '{em_id}'. Setting to None."
             )
-            config.embeddings_provider_id = None
+            setattr(config, em_key, None)
 
         return config
 
@@ -321,28 +328,29 @@ def _write_config(self, new_config: GlobalConfig):
         complete `GlobalConfig` object, and should not be called publicly."""
         # remove any empty field dictionaries
         new_config.fields = {k: v for k, v in new_config.fields.items() if v}
+        new_config.completions_fields = {
+            k: v for k, v in new_config.completions_fields.items() if v
+        }
 
         self._validate_config(new_config)
         with open(self.config_path, "w") as f:
             json.dump(new_config.dict(), f, indent=self.indentation_depth)
 
     def delete_api_key(self, key_name: str):
         config_dict = self._read_config().dict()
-        lm_provider = self.lm_provider
-        em_provider = self.em_provider
         required_keys = []
-        if (
-            lm_provider
-            and lm_provider.auth_strategy
-            and lm_provider.auth_strategy.type == "env"
-        ):
-            required_keys.append(lm_provider.auth_strategy.name)
-        if (
-            em_provider
-            and em_provider.auth_strategy
-            and em_provider.auth_strategy.type == "env"
-        ):
-            required_keys.append(self.em_provider.auth_strategy.name)
+        for provider in [
+            self.lm_provider,
+            self.em_provider,
+            self.completions_lm_provider,
+            self.completions_em_provider,
+        ]:
+            if (
+                provider
+                and provider.auth_strategy
+                and provider.auth_strategy.type == "env"
+            ):
+                required_keys.append(provider.auth_strategy.name)
 
         if key_name in required_keys:
             raise KeyInUseError(
@@ -390,67 +398,69 @@ def em_gid(self):
 
     @property
     def lm_provider(self):
-        config = self._read_config()
-        lm_gid = config.model_provider_id
-        if lm_gid is None:
-            return None
-
-        _, Provider = get_lm_provider(config.model_provider_id, self._lm_providers)
-        return Provider
+        return self._get_provider("model_provider_id", self._lm_providers)
 
     @property
     def em_provider(self):
+        return self._get_provider("embeddings_provider_id", self._em_providers)
+
+    @property
+    def completions_lm_provider(self):
+        return self._get_provider("completions_model_provider_id", self._lm_providers)
+
+    @property
+    def completions_em_provider(self):
+        return self._get_provider(
+            "completions_embeddings_provider_id", self._em_providers
+        )
+
+    def _get_provider(self, key, listing):
         config = self._read_config()
-        em_gid = config.embeddings_provider_id
-        if em_gid is None:
+        gid = getattr(config, key)
+        if gid is None:
             return None
 
-        _, Provider = get_em_provider(em_gid, self._em_providers)
+        _, Provider = get_lm_provider(gid, listing)
         return Provider
 
     @property
     def lm_provider_params(self):
-        # get generic fields
-        config = self._read_config()
-        lm_gid = config.model_provider_id
-        if not lm_gid:
-            return None
+        return self._provider_params("model_provider_id", self._lm_providers)
 
-        lm_lid = lm_gid.split(":", 1)[1]
-        fields = config.fields.get(lm_gid, {})
-
-        # get authn fields
-        _, Provider = get_lm_provider(lm_gid, self._lm_providers)
-        authn_fields = {}
-        if Provider.auth_strategy and Provider.auth_strategy.type == "env":
-            key_name = Provider.auth_strategy.name
-            authn_fields[key_name.lower()] = config.api_keys[key_name]
+    @property
+    def em_provider_params(self):
+        return self._provider_params("embeddings_provider_id", self._em_providers)
 
-        return {
-            "model_id": lm_lid,
-            **fields,
-            **authn_fields,
-        }
+    @property
+    def completions_lm_provider_params(self):
+        return self._provider_params(
+            "completions_model_provider_id", self._lm_providers
+        )
 
     @property
-    def em_provider_params(self):
+    def completions_em_provider_params(self):
+        return self._provider_params(
+            "completions_embeddings_provider_id", self._em_providers
+        )
+
+    def _provider_params(self, key, listing):
         # get generic fields
         config = self._read_config()
-        em_gid = config.embeddings_provider_id
-        if not em_gid:
+        gid = getattr(config, key)
+        if not gid:
             return None
 
-        em_lid = em_gid.split(":", 1)[1]
+        lid = gid.split(":", 1)[1]
 
         # get authn fields
-        _, Provider = get_em_provider(em_gid, self._em_providers)
+        _, Provider = get_em_provider(gid, listing)
         authn_fields = {}
         if Provider.auth_strategy and Provider.auth_strategy.type == "env":
             key_name = Provider.auth_strategy.name
             authn_fields[key_name.lower()] = config.api_keys[key_name]
 
         return {
-            "model_id": em_lid,
+            "model_id": lid,
             **authn_fields,
         }
 

packages/jupyter-ai/jupyter_ai/handlers.py

@@ -290,6 +290,10 @@ def filter_predicate(local_model_id: str):
         # filter out every model w/ model ID according to allow/blocklist
         for provider in providers:
             provider.models = list(filter(filter_predicate, provider.models))
+            provider.chat_models = list(filter(filter_predicate, provider.chat_models))
+            provider.completion_models = list(
+                filter(filter_predicate, provider.completion_models)
+            )
 
         # filter out every provider with no models which satisfy the allow/blocklist, then return
         return filter((lambda p: len(p.models) > 0), providers)
@@ -311,6 +315,8 @@ def get(self):
                     id=provider.id,
                     name=provider.name,
                     models=provider.models,
+                    chat_models=provider.chat_models(),
+                    completion_models=provider.completion_models(),
                     help=provider.help,
                     auth_strategy=provider.auth_strategy,
                     registry=provider.registry,

packages/jupyter-ai/jupyter_ai/models.py

@@ -94,6 +94,8 @@ class ListProvidersEntry(BaseModel):
     auth_strategy: AuthStrategy
     registry: bool
     fields: List[Field]
+    chat_models: Optional[List[str]]
+    completion_models: Optional[List[str]]
 
 
 class ListProvidersResponse(BaseModel):
@@ -121,6 +123,9 @@ class DescribeConfigResponse(BaseModel):
     # timestamp indicating when the configuration file was last read. should be
     # passed to the subsequent UpdateConfig request.
     last_read: int
+    completions_model_provider_id: Optional[str]
+    completions_embeddings_provider_id: Optional[str]
+    completions_fields: Dict[str, Dict[str, Any]]
 
 
 def forbid_none(cls, v):
@@ -137,6 +142,9 @@ class UpdateConfigRequest(BaseModel):
     # if passed, this will raise an Error if the config was written to after the
     # time specified by `last_read` to prevent write-write conflicts.
     last_read: Optional[int]
+    completions_model_provider_id: Optional[str]
+    completions_embeddings_provider_id: Optional[str]
+    completions_fields: Optional[Dict[str, Dict[str, Any]]]
 
     _validate_send_wse = validator("send_with_shift_enter", allow_reuse=True)(
         forbid_none
@@ -154,3 +162,6 @@ class GlobalConfig(BaseModel):
     send_with_shift_enter: bool
     fields: Dict[str, Dict[str, Any]]
     api_keys: Dict[str, str]
+    completions_model_provider_id: Optional[str]
+    completions_embeddings_provider_id: Optional[str]
+    completions_fields: Dict[str, Dict[str, Any]]