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defmodule InstructorLite.Adapters.Gemini do | ||
@moduledoc """ | ||
""" | ||
@behaviour InstructorLite.Adapter | ||
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@send_request_schema NimbleOptions.new!( | ||
api_key: [ | ||
type: :string, | ||
required: true, | ||
doc: "Gemini API key" | ||
], | ||
http_client: [ | ||
type: :atom, | ||
default: Req, | ||
doc: "Any module that follows `Req.post/2` interface" | ||
], | ||
http_options: [ | ||
type: :keyword_list, | ||
default: [receive_timeout: 60_000], | ||
doc: "Options passed to `http_client.post/2`" | ||
], | ||
url: [ | ||
type: :string, | ||
default: | ||
"https://generativelanguage.googleapis.com/v1beta/models/{model}:generateContent", | ||
doc: "API endpoint to use for sending requests" | ||
], | ||
model: [ | ||
type: :string, | ||
default: "gemini-1.5-flash-8b", | ||
doc: | ||
"Gemini [model](https://ai.google.dev/gemini-api/docs/models/gemini)" | ||
] | ||
) | ||
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@impl InstructorLite.Adapter | ||
def send_request(params, opts) do | ||
context = | ||
opts | ||
|> Keyword.get(:adapter_context, []) | ||
|> NimbleOptions.validate!(@send_request_schema) | ||
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options = | ||
[ | ||
path_params: [model: context[:model]], | ||
path_params_style: :curly | ||
] | ||
|> Keyword.merge(context[:http_options]) | ||
|> Keyword.merge( | ||
json: params, | ||
params: [key: context[:api_key]] | ||
) | ||
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case context[:http_client].post(context[:url], options) do | ||
{:ok, %{status: 200, body: body}} -> {:ok, body} | ||
{:ok, response} -> {:error, response} | ||
{:error, reason} -> {:error, reason} | ||
end | ||
end | ||
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@impl InstructorLite.Adapter | ||
def initial_prompt(params, opts) do | ||
mandatory_part = """ | ||
As a genius expert, your task is to understand the content and provide the parsed objects in json that match json schema | ||
""" | ||
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optional_notes = | ||
if notes = opts[:notes] do | ||
""" | ||
Additional notes on the schema:\n | ||
#{notes} | ||
""" | ||
else | ||
"" | ||
end | ||
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sys_instruction = %{ | ||
parts: [ | ||
%{text: mandatory_part <> optional_notes} | ||
] | ||
} | ||
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generation_config = %{ | ||
responseMimeType: "application/json", | ||
responseSchema: Keyword.fetch!(opts, :json_schema) | ||
} | ||
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params | ||
|> Map.put_new(:systemInstruction, sys_instruction) | ||
|> Map.update(:generationConfig, generation_config, fn user_config -> | ||
Map.merge(generation_config, user_config) | ||
end) | ||
end | ||
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@impl InstructorLite.Adapter | ||
def retry_prompt(params, resp_params, errors, _response, _opts) do | ||
do_better = [ | ||
%{role: "model", parts: [%{text: Jason.encode!(resp_params)}]}, | ||
%{ | ||
role: "user", | ||
parts: [ | ||
%{ | ||
text: """ | ||
The response did not pass validation. Please try again and fix the following validation errors:\n | ||
#{errors} | ||
""" | ||
} | ||
] | ||
} | ||
] | ||
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Map.update(params, :contents, do_better, fn contents -> contents ++ do_better end) | ||
end | ||
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@impl InstructorLite.Adapter | ||
def parse_response(response, _opts) do | ||
case response do | ||
%{"candidates" => [%{"content" => %{"parts" => [%{"text" => text}]}}]} -> | ||
Jason.decode(text) | ||
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%{"promptFeedback" => %{"blockReason" => reason}} -> | ||
{:error, :refusal, reason} | ||
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other -> | ||
{:error, :unexpected_response, other} | ||
end | ||
end | ||
end |
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defmodule InstructorLite.Adapters.GeminiTest do | ||
use ExUnit.Case, async: true | ||
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import Mox | ||
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alias InstructorLite.Adapters.Gemini | ||
alias InstructorLite.HTTPClient | ||
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setup :verify_on_exit! | ||
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describe "initial_prompt/2" do | ||
test "adds structured response parameters" do | ||
params = %{} | ||
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assert Gemini.initial_prompt(params, json_schema: :json_schema, notes: "Explanation") == %{ | ||
generationConfig: %{ | ||
responseMimeType: "application/json", | ||
responseSchema: :json_schema | ||
}, | ||
systemInstruction: %{ | ||
parts: [ | ||
%{ | ||
text: """ | ||
As a genius expert, your task is to understand the content and provide the parsed objects in json that match json schema | ||
Additional notes on the schema: | ||
Explanation | ||
""" | ||
} | ||
] | ||
} | ||
} | ||
end | ||
end | ||
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describe "retry_prompt/5" do | ||
test "adds new content entries" do | ||
params = %{contents: []} | ||
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assert Gemini.retry_prompt(params, %{foo: "bar"}, "list of errors", nil, []) == %{ | ||
contents: [ | ||
%{parts: [%{text: "{\"foo\":\"bar\"}"}], role: "model"}, | ||
%{ | ||
parts: [ | ||
%{ | ||
text: """ | ||
The response did not pass validation. Please try again and fix the following validation errors: | ||
list of errors | ||
""" | ||
} | ||
], | ||
role: "user" | ||
} | ||
] | ||
} | ||
end | ||
end | ||
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describe "parse_response/2" do | ||
test "decodes json from expected output" do | ||
response = %{ | ||
"candidates" => [ | ||
%{ | ||
"avgLogprobs" => -0.0510383415222168, | ||
"content" => %{ | ||
"parts" => [ | ||
%{ | ||
"text" => "{\"birth_date\": \"1732-02-22\", \"name\": \"George Washington\"}\n" | ||
} | ||
], | ||
"role" => "model" | ||
}, | ||
"finishReason" => "STOP", | ||
"safetyRatings" => [ | ||
%{ | ||
"category" => "HARM_CATEGORY_HATE_SPEECH", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_DANGEROUS_CONTENT", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_HARASSMENT", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_SEXUALLY_EXPLICIT", | ||
"probability" => "NEGLIGIBLE" | ||
} | ||
] | ||
} | ||
], | ||
"usageMetadata" => %{ | ||
"candidatesTokenCount" => 25, | ||
"promptTokenCount" => 34, | ||
"totalTokenCount" => 59 | ||
} | ||
} | ||
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assert {:ok, %{"birth_date" => "1732-02-22", "name" => "George Washington"}} = | ||
Gemini.parse_response(response, []) | ||
end | ||
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test "invalid json" do | ||
response = %{ | ||
"candidates" => [ | ||
%{ | ||
"avgLogprobs" => -0.0510383415222168, | ||
"content" => %{ | ||
"parts" => [ | ||
%{ | ||
"text" => "{{" | ||
} | ||
], | ||
"role" => "model" | ||
}, | ||
"finishReason" => "STOP", | ||
"safetyRatings" => [ | ||
%{ | ||
"category" => "HARM_CATEGORY_HATE_SPEECH", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_DANGEROUS_CONTENT", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_HARASSMENT", | ||
"probability" => "NEGLIGIBLE" | ||
}, | ||
%{ | ||
"category" => "HARM_CATEGORY_SEXUALLY_EXPLICIT", | ||
"probability" => "NEGLIGIBLE" | ||
} | ||
] | ||
} | ||
], | ||
"usageMetadata" => %{ | ||
"candidatesTokenCount" => 25, | ||
"promptTokenCount" => 34, | ||
"totalTokenCount" => 59 | ||
} | ||
} | ||
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assert {:error, %Jason.DecodeError{}} = Gemini.parse_response(response, []) | ||
end | ||
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test "returns refusal" do | ||
response = %{ | ||
"promptFeedback" => %{ | ||
"blockReason" => "OTHER" | ||
}, | ||
"usageMetadata" => %{ | ||
"candidatesTokenCount" => 25, | ||
"promptTokenCount" => 34, | ||
"totalTokenCount" => 59 | ||
} | ||
} | ||
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assert {:error, :refusal, "OTHER"} = | ||
Gemini.parse_response(response, []) | ||
end | ||
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test "unexpected content" do | ||
response = "Internal Server Error" | ||
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assert {:error, :unexpected_response, "Internal Server Error"} = | ||
Gemini.parse_response(response, []) | ||
end | ||
end | ||
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describe "send_request/2" do | ||
test "overridable options" do | ||
params = %{hello: "world"} | ||
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opts = [ | ||
adapter_context: [ | ||
http_client: HTTPClient.Mock, | ||
api_key: "api-key", | ||
http_options: [foo: "bar", path_params: [model: "new-model"], path_params_style: :colon], | ||
url: "https://generativelanguage.googleapis.com/v2alpha/models/:model/foo", | ||
model: "gemini-1.5-flash" | ||
] | ||
] | ||
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expect(HTTPClient.Mock, :post, fn url, options -> | ||
assert url == "https://generativelanguage.googleapis.com/v2alpha/models/:model/foo" | ||
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assert options == [ | ||
foo: "bar", | ||
path_params: [model: "new-model"], | ||
path_params_style: :colon, | ||
json: %{hello: "world"}, | ||
params: [key: "api-key"] | ||
] | ||
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{:ok, %{status: 200, body: "response"}} | ||
end) | ||
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assert {:ok, "response"} = Gemini.send_request(params, opts) | ||
end | ||
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test "non-200 response" do | ||
opts = [ | ||
adapter_context: [ | ||
http_client: HTTPClient.Mock, | ||
api_key: "api-key" | ||
] | ||
] | ||
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expect(HTTPClient.Mock, :post, fn _url, _options -> | ||
{:ok, %{status: 400, body: "response"}} | ||
end) | ||
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assert {:error, %{status: 400, body: "response"}} = Gemini.send_request(%{}, opts) | ||
end | ||
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test "request error" do | ||
opts = [ | ||
adapter_context: [ | ||
http_client: HTTPClient.Mock, | ||
api_key: "api-key" | ||
] | ||
] | ||
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expect(HTTPClient.Mock, :post, fn _url, _options -> {:error, :timeout} end) | ||
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assert {:error, :timeout} = Gemini.send_request(%{}, opts) | ||
end | ||
end | ||
end |
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