-
Notifications
You must be signed in to change notification settings - Fork 151
/
gptel-gemini.el
339 lines (292 loc) · 12.9 KB
/
gptel-gemini.el
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
;;; gptel-gemini.el --- Gemini suppport for gptel -*- lexical-binding: t; -*-
;; Copyright (C) 2023 Karthik Chikmagalur
;; Author: Karthik Chikmagalur <karthikchikmagalur@gmail.com>
;; This program is free software; you can redistribute it and/or modify
;; it under the terms of the GNU General Public License as published by
;; the Free Software Foundation, either version 3 of the License, or
;; (at your option) any later version.
;; This program is distributed in the hope that it will be useful,
;; but WITHOUT ANY WARRANTY; without even the implied warranty of
;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
;; GNU General Public License for more details.
;; You should have received a copy of the GNU General Public License
;; along with this program. If not, see <https://www.gnu.org/licenses/>.
;;; Commentary:
;; This file adds support for the Gemini API to gptel
;;; Code:
(require 'gptel)
(require 'cl-generic)
(require 'map)
(eval-when-compile (require 'cl-lib))
(declare-function prop-match-value "text-property-search")
(declare-function text-property-search-backward "text-property-search")
(declare-function json-read "json")
(declare-function gptel-context--wrap "gptel-context")
(declare-function gptel-context--collect-media "gptel-context")
(defvar json-object-type)
;;; Gemini
(cl-defstruct
(gptel-gemini (:constructor gptel--make-gemini)
(:copier nil)
(:include gptel-backend)))
(cl-defmethod gptel-curl--parse-stream ((_backend gptel-gemini) _info)
(let* ((content-strs))
(condition-case nil
;; while-let is Emacs 29.1+ only
(while (prog1 (search-forward "{" nil t)
(backward-char 1))
(save-match-data
(when-let*
((response (gptel--json-read))
(text (map-nested-elt
response '(:candidates 0 :content :parts 0 :text))))
(push text content-strs))))
(error
(goto-char (match-beginning 0))))
(apply #'concat (nreverse content-strs))))
(cl-defmethod gptel--parse-response ((_backend gptel-gemini) response _info)
(map-nested-elt response '(:candidates 0 :content :parts 0 :text)))
(cl-defmethod gptel--request-data ((_backend gptel-gemini) prompts)
"JSON encode PROMPTS for sending to Gemini."
(let ((prompts-plist
`(:contents [,@prompts]
:safetySettings [(:category "HARM_CATEGORY_HARASSMENT"
:threshold "BLOCK_NONE")
(:category "HARM_CATEGORY_SEXUALLY_EXPLICIT"
:threshold "BLOCK_NONE")
(:category "HARM_CATEGORY_DANGEROUS_CONTENT"
:threshold "BLOCK_NONE")
(:category "HARM_CATEGORY_HATE_SPEECH"
:threshold "BLOCK_NONE")]))
params)
;; HACK only gemini-pro doesn't support system messages. Need a less hacky
;; way to do this.
(if (and gptel--system-message
(not (gptel--model-capable-p 'nosystem))
(not (equal gptel-model 'gemini-pro)))
(plist-put prompts-plist :system_instruction
`(:parts (:text ,gptel--system-message))))
(when gptel-temperature
(setq params
(plist-put params
:temperature (max gptel-temperature 1.0))))
(when gptel-max-tokens
(setq params
(plist-put params
:maxOutputTokens gptel-max-tokens)))
(when params
(plist-put prompts-plist
:generationConfig params))
;; Merge request params with model and backend params.
(gptel--merge-plists
prompts-plist
(gptel-backend-request-params gptel-backend)
(gptel--model-request-params gptel-model))))
(cl-defmethod gptel--parse-buffer ((_backend gptel-gemini) &optional max-entries)
(let ((prompts) (prop)
(include-media (and gptel-track-media (or (gptel--model-capable-p 'media)
(gptel--model-capable-p 'url)))))
(if (or gptel-mode gptel-track-response)
(while (and
(or (not max-entries) (>= max-entries 0))
(setq prop (text-property-search-backward
'gptel 'response
(when (get-char-property (max (point-min) (1- (point)))
'gptel)
t))))
(if (prop-match-value prop) ;assistant role
(push (list :role "model"
:parts
(list :text (buffer-substring-no-properties (prop-match-beginning prop)
(prop-match-end prop))))
prompts)
(if include-media
(push (list :role "user"
:parts (gptel--gemini-parse-multipart
(gptel--parse-media-links
major-mode (prop-match-beginning prop) (prop-match-end prop))))
prompts)
(push (list :role "user"
:parts
`[(:text ,(gptel--trim-prefixes
(buffer-substring-no-properties (prop-match-beginning prop)
(prop-match-end prop))))])
prompts)))
(and max-entries (cl-decf max-entries)))
(push (list :role "user"
:parts
`[(:text ,(string-trim (buffer-substring-no-properties (point-min) (point-max))))])
prompts))
;; HACK Prepend the system message to the first user prompt, but only for
;; this model.
(when (and (equal gptel-model 'gemini-pro)
gptel--system-message)
(cl-callf
(lambda (msg)
(vconcat `((:text ,(concat gptel--system-message "\n\n"))) msg))
(thread-first (car prompts)
(plist-get :parts))))
prompts))
(defun gptel--gemini-parse-multipart (parts)
"Convert a multipart prompt PARTS to the Gemini API format.
The input is an alist of the form
((:text \"some text\")
(:media \"/path/to/media.png\" :mime \"image/png\")
(:text \"More text\")).
The output is a vector of entries in a backend-appropriate
format."
(cl-loop
for part in parts
for n upfrom 1
with last = (length parts)
for text = (plist-get part :text)
for media = (plist-get part :media)
if text do
(and (or (= n 1) (= n last)) (setq text (gptel--trim-prefixes text))) and
unless (string-empty-p text)
collect (list :text text) into parts-array end
else if media
collect
`(:inline_data
(:mime_type ,(plist-get part :mime)
:data ,(gptel--base64-encode media)))
into parts-array
finally return (vconcat parts-array)))
(cl-defmethod gptel--wrap-user-prompt ((_backend gptel-gemini) prompts
&optional inject-media)
"Wrap the last user prompt in PROMPTS with the context string.
If INJECT-MEDIA is non-nil wrap it with base64-encoded media
files in the context."
(if inject-media
;; Wrap the first user prompt with included media files/contexts
(when-let ((media-list (gptel-context--collect-media)))
(cl-callf (lambda (current)
(vconcat (gptel--gemini-parse-multipart media-list)
current))
(plist-get (car prompts) :parts)))
;; Wrap the last user prompt with included text contexts
(cl-callf (lambda (current)
(if-let ((wrapped (gptel-context--wrap nil)))
(vconcat `((:text ,wrapped)) current)
current))
(plist-get (car (last prompts)) :parts))))
(defconst gptel--gemini-models
'((gemini-pro
:description "The previous generation of Google's multimodal AI model"
:capabilities (tool json media)
:mime-types ("image/png" "image/jpeg" "image/webp" "image/heic" "image/heif"
"application/pdf" "text/plain" "text/csv" "text/html")
:context-window 32
:input-cost 0.50
:output-cost 1.50
:cutoff-date "2023-02")
(gemini-1.5-flash
:description "A faster, more efficient version of Gemini 1.5 optimized for speed"
:capabilities (tool json media)
:mime-types ("image/png" "image/jpeg" "image/webp" "image/heic" "image/heif"
"application/pdf" "text/plain" "text/csv" "text/html")
:context-window 1000
;; input & output price is halved for prompts of 128k tokens or less
:input-cost 0.15
:output-cost 0.60
:cutoff-date "2024-05")
(gemini-1.5-pro-latest
:description "Google's latest model with enhanced capabilities across various tasks"
:capabilities (tool json media)
:mime-types ("image/png" "image/jpeg" "image/webp" "image/heic" "image/heif"
"application/pdf" "text/plain" "text/csv" "text/html")
:context-window 2000
;; input & output price is halved for prompts of 128k tokens or less
:input-cost 2.50
:output-cost 10
:cutoff-date "2024-05"))
"List of available Gemini models and associated properties.
Keys:
- `:description': a brief description of the model.
- `:capabilities': a list of capabilities supported by the model.
- `:mime-types': a list of supported MIME types for media files.
- `:context-window': the context window size, in thousands of tokens.
- `:input-cost': the input cost, in US dollars per million tokens.
- `:output-cost': the output cost, in US dollars per million tokens.
- `:cutoff-date': the knowledge cutoff date.
- `:request-params': a plist of additional request parameters to
include when using this model.
Information about the Gemini models was obtained from the following
source:
- <https://ai.google.dev/pricing>
- <https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models>")
;;;###autoload
(cl-defun gptel-make-gemini
(name &key curl-args header key request-params
(stream nil)
(host "generativelanguage.googleapis.com")
(protocol "https")
(models gptel--gemini-models)
(endpoint "/v1beta/models"))
"Register a Gemini backend for gptel with NAME.
Keyword arguments:
CURL-ARGS (optional) is a list of additional Curl arguments.
HOST (optional) is the API host, defaults to
\"generativelanguage.googleapis.com\".
MODELS is a list of available model names, as symbols.
Additionally, you can specify supported LLM capabilities like
vision or tool-use by appending a plist to the model with more
information, in the form
(model-name . plist)
For a list of currently recognized plist keys, see
`gptel--gemini-models'. An example of a model specification
including both kinds of specs:
:models
\\='(gemini-pro ;Simple specs
gemini-1.5-flash
(gemini-1.5-pro-latest ;Full spec
:description
\"Complex reasoning tasks, problem solving and data extraction\"
:capabilities (tool json)
:mime-types
(\"image/jpeg\" \"image/png\" \"image/webp\" \"image/heic\")))
STREAM is a boolean to enable streaming responses, defaults to
false.
PROTOCOL (optional) specifies the protocol, \"https\" by default.
ENDPOINT (optional) is the API endpoint for completions, defaults to
\"/v1beta/models\".
HEADER (optional) is for additional headers to send with each
request. It should be an alist or a function that retuns an
alist, like:
((\"Content-Type\" . \"application/json\"))
KEY (optional) is a variable whose value is the API key, or
function that returns the key.
REQUEST-PARAMS (optional) is a plist of additional HTTP request
parameters (as plist keys) and values supported by the API. Use
these to set parameters that gptel does not provide user options
for."
(declare (indent 1))
(let ((backend (gptel--make-gemini
:curl-args curl-args
:name name
:host host
:header header
:models (gptel--process-models models)
:protocol protocol
:endpoint endpoint
:stream stream
:request-params request-params
:key key
:url (lambda ()
(let ((method (if (and stream
gptel-stream)
"streamGenerateContent"
"generateContent")))
(format "%s://%s%s/%s:%s?key=%s"
protocol
host
endpoint
gptel-model
method
(gptel--get-api-key)))))))
(prog1 backend
(setf (alist-get name gptel--known-backends
nil nil #'equal)
backend))))
(provide 'gptel-gemini)
;;; gptel-gemini.el ends here