+j^%SrSSKrSSKrSSKJr SSKJr SSKJr SSKJ r J r SSK r SSK J r SSKrSSKJrJrJrJr SS KJrJrJrJrJrJrJrJrJrJrJrJ r J!r!J"r"J#r#J$r$ SS K%J&r&J'r'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2 S r3S r4S r5Sr6Sr7\Rp"\Rr"SS/S9SS9r:"SS\;\5r<SOS\=\R|S\R~\@\R~-S\AS\@\4SjjrBS\S-S\;S\C4SjrDS\S \ S!\;-S\@\4S"jrES\S\;4S#jrFSPS\S$\CS\R~4S%jjrGS\S\HS-4S&jrIS'\RS\@\4S(jrKS)\RS\@\4S*jrMS\@\R~S\@\ R4S+jrOS,\@\RS\@\R4S-jrPS\=\R|S.\;S/\ S\4S0jrQS.\;S/\ S\R\\A44S1jrS\5\6S2.S\=\R|S\@\R~S,\@\RS3\@\RS4\AS5\AS\@\4S6jjrT"S7S8\R|5rUS9S:S;.rV\W\;\;4\XS<'S=\;S\@\4S>jrY"S?S@\R|5rZ"SASB\R|5r["SCSD\R|5r\"SESF\R|5r]"SGSH\R|5r^SIr_"SJSK\R|5r`"SLSM\5raS\a4SNjrbg)Qz API Nodes for Gemini Multimodal LLM Usage via Remote API See: https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/inference N)Enum)fnmatch)BytesIO)AnyLiteral)override)IOComfyExtensionInputTypes) GeminiContentGeminiFileDataGeminiGenerateContentRequestGeminiGenerationConfigGeminiGenerateContentResponseGeminiImageConfig!GeminiImageGenerateContentRequestGeminiImageGenerationConfigGeminiInlineDataGeminiMimeType GeminiPart GeminiRoleGeminiSystemInstructionContentGeminiTextPartGeminiThinkingConfigModality) ApiEndpointaudio_to_base64_stringbytesio_to_image_tensordownload_url_to_image_tensorget_number_of_imagessync_optensor_to_base64_stringupload_audio_to_comfyapiupload_image_to_comfyapiupload_images_to_comfyapiupload_video_to_comfyapivalidate_stringvideo_to_base64_stringz/proxy/vertexai/geminii@ i uYou are an expert image-generation engine. You must ALWAYS produce an image. Interpret all user input—regardless of format, intent, or abstraction—as literal visual directives for image composition. If a prompt is conversational or lacks specific visual details, you must creatively invent a concrete visual scenario that depicts the concept. Prioritize generating the visual representation above any text, formatting, or conversational requests.model resolutionwidgetsa ( $m := widgets.model; $r := widgets.resolution; $isFlash := $contains($m, "nano banana 2"); $flashPrices := {"1k": 0.0696, "2k": 0.1014, "4k": 0.154}; $proPrices := {"1k": 0.134, "2k": 0.134, "4k": 0.24}; $prices := $isFlash ? $flashPrices : $proPrices; {"type":"usd","usd": $lookup($prices, $r), "format":{"suffix":"/Image","approximate":true}} )  depends_onexprc \rSrSrSrSrSrSrg)GeminiImageModelQz/ Gemini Image Model Names allowed by comfy-api gemini-2.5-flash-image-previewgemini-2.5-flash-imageN)__name__ __module__ __qualname____firstlineno____doc__gemini_2_5_flash_image_previewgemini_2_5_flash_image__static_attributes__r7 U$N7f)NrzPimage_limit must be greater than or equal to 0 when creating Gemini image parts.c38# UHn[U5v M g7fNr!).0imgs rA %create_image_parts..esHKS+C00KzINo images provided to create_image_parts; at least one image is required.r* wait_labelzUploading reference imageszUploading reference images (z+)F)rOshow_batch_index max_imagesmimeTypefileUrifileDatac3.># UH nTUv M g7frHr7)rJitensors rArLrMsF/E!F1I/ErSdata inlineData) ValueError isinstancelistsumminr&appendrrr image_pnglenshapeextendrangerr#)rBrCrD image_parts images_list total_images effective_maxnum_url_images upload_kwargsreference_images_urlsreference_image_urlflatidxrZs @rAcreate_image_partsruZs %'KQkll0:&$/G/GVfXKHKHHLqdee%01$4L#l:XM+N')EFM%98HK % #< #"#  # 5 '+55/   5%#%!F6<< A% FuV\\!_/EFF F# " 7C   /!/!9!94TY?  8 ?sBFF C6Fmimepatternc6Ucg[URU5$)zPCheck if a MIME type matches a pattern. Supports fnmatch globs (e.g. 'image/*').F)rvalue)rvrws rA _mime_matchesrzs | 4::w ''r@response part_typetextcUR(diUR(aMURR(a2URn[SURSURS35e[S5e/n/nURGHQnUR (a;UR R 5S:XaURUR 5 MPURbURRcMvURRHnUS:Xa$UR(aURU5 M-UR(a8[URRU5(aURU5 MvUR(dM[URRU5(dMURU5 M GMT U(dU(a[SU35eU$)z Filter response parts by their type. Args: response: The API response from Gemini. part_type: Type of parts to extract ("text" or a MIME type). Returns: List of response parts matching the requested type. z(Gemini API blocked the request. Reason: z ()zGemini API returned no response candidates. If you are using the `IMAGE` modality, try changing it to `IMAGE+TEXT` to view the model's reasoning and understand why image generation failed.IMAGE_PROHIBITED_CONTENTr}z)Gemini API blocked the request. Reasons: ) candidatespromptFeedback blockReasonr`blockReasonMessage finishReasonupperrecontentpartsr}r_rzrSrV)r{r|feedbackrblocked_reasons candidateparts rAget_parts_by_typers     " "x'>'>'J'J..H:8;O;O:PPRS[SnSnRoopq  x   EO((  ! !i&<&<&B&B&DHb&b  " "9#9#9 :     $ (9(9(?(?(G %%++DF"tyy T"]4??3K3KY%W%W T"=1G1G#S#S T" , ) _D_DUVWW Lr@cz[US5nSRUVs/sHo"RPM sn5$s snf)z Extract and concatenate all text parts from the response. Args: response: The API response from Gemini. Returns: Combined text from all text parts in the response. r} )rjoinr})r{rrs rAget_text_from_responsers3 h /E 99E2EDiiE2 332s8thoughtch# /n[US5nUHnURSLU:waMUR(a?[R"URR 5n[ [U55nO'[URR5IShvN nURU5 M [U5S:XaVU(d9[U5R5nU(a[SU35e[S5e[ R""S5$[ R$"USS9$N7f)Nzimage/*Trz2Gemini did not generate an image. Model response: zGemini did not generate an image. Try rephrasing your prompt or changing the response modality to 'IMAGE+TEXT' to see the model's reasoning.)rrW)dim)rrr_base64 b64decoder]rrr rVrTrergrstripr`torchzeroscat)r{r image_tensorsrr image_datareturned_image model_messages rAget_image_from_responsers')M h 2E LLD W ,  ??))$//*>*>?J4WZ5HIN#? @U@U#VVN^, =Q28<BBDM #UVcUd!eff0  {{-.. 99] **WsBD2D0BD2cUR(dgURS;aSnSnSnOURS;aSnSnSnOtURS;aSnSnS nO]URS ;aS nS nSnOFURS :XaSnSnSnO/URS:XaS nS nSnOURS:XaSnSnSnOgURRU-nURR(a_URRHEnUR[ R :XaXCUR-- nM4XBUR-- nMG URR(aXBURR-- nUS- $)N)gemini-2.5-pro-preview-05-06gemini-2.5-prog?g$@)gemini-2.5-flash-preview-04-17gemini-2.5-flashg333333?g@)r5r6g>@)gemini-3-pro-previewgemini-3.1-pro-previewg(@gemini-3.1-flash-lite-previewg?g?gemini-3-pro-image-previewg^@gemini-3.1-flash-image-previewg?g@gN@g.A) modelVersion usageMetadatapromptTokenCountcandidatesTokensDetailsmodalityrIMAGE tokenCountthoughtsTokenCount)r{input_tokens_priceoutput_text_tokens_priceoutput_image_tokens_price final_pricerYs rAcalculate_tokens_pricers   RR!#' $'!   # "#' $'!   # "#' $(!   "T T#' $'!   "A A!#' $'!   "> >#' $)!   "B B #& $(!((99&>eFVFVF[F[N ''11#  r@ audio_inputc /n[USRS5Hin[R"USUR S5USS9n[ USSS9nUR [[[RUS9S 95 Mk U$) z[Convert an audio input to Gemini API compatible parts (one inline MP3 part per batch item).waveformr sample_raterrmp3 libmp3lamer codec_namer\r^) rjrhr Audio unsqueezerrerrr audio_mp3)r audio_parts batch_indexaudio_at_index audio_bytess rAcreate_audio_partsr5s$&K[4::1=>  ,[9CCAF#M2  - "#  ++55$  ?( r@c^/nUH`m[TR5S:Xa3URU4Sj[TRS555 MOUR T5 Mb U$)zTExpand any batched image tensors into individual (H, W, C) frames, preserving order.rWc3.># UH nTUv M g7frHr7)rJrYrKs rArL"_flatten_images..Ts>*=Q#a&*=r[r)rgrhrirjre)rCframesrKs @rA_flatten_imagesrOsT!#F syy>Q  MM>% ! *=> > MM#   Mr@audiosc /nUH_nUSn[URS5H;nUR[R"X4R S5USS95 M= Ma U$)z[Expand any batched audio inputs into individual single-clip audio inputs, preserving order.rrrr)rjrhrer rr)rclipsaudiorrYs rA_flatten_audiorZse!E$x~~a()A LLhk.C.CA.FTYZgThi j* Lr@kindpayloadcZ# US:Xa2[XSSS9IShvN n[[[RUS9S9$US:Xa3[ XS S S S 9IShvN n[[[R US9S9$[XS S9IShvN n[[[RUS9S9$NNVN'7f)zPUpload a single media unit to ComfyAPI storage and return a fileData (URL) part.imagez image/pngzUploading image) mime_typerONrRrUrrrz audio/mp3)rrrzUploading video)rO) r%rrrrfr$rr'r)rBrrurls rA_media_url_partrds w,S[]noo>>;S;S]`#abb w, 5\U`  >>;S;S]`#abb(BST TC ~~7O7OY\] ^^p  Us3B+B%8B+B'0B+B)$B+'B+)B+cTUS:Xa[USS9n[RnOmUS:Xa[USSS9n[RnOK[ U[ RR[ RRS9n[Rn[[X2S 9S 9[U54$) zSEncode a single media unit as an inline base64 part; returns (part, base64_length).rz image/webp)rrrrrrr\r^)r#r image_webprrr)r rrrrrrrrg)rrr]rvs rA_media_inline_partrrs w&w,G(( %gR^_''% e&:&:&>&>eFVFVF[F[ '' !14!K LcRVi WWr@) url_budgetmax_inline_bytesvideosrrc# UVs/sHnSU4PM sn[U5Vs/sHnSU4PM sn-[U5Vs/sHnSU4PM sn-n /n Sn Sn U HrupX:a*U R[X U5IShvN 5 U S- n M4[ X5unnU U- n X:a[ SUS-S US 35eU RU5 Mt U $s snfs snfs snfNb7f) aBuild Gemini parts for multimodal inputs (images, audio, video). fileData URLs are preferred for every media type: the upload is fetched directly by the model, keeping the request body tiny regardless of media size. The URL budget is shared across all media and assigned largest-first (video, then audio, then images), so that if it is ever exhausted the inline-base64 overflow is limited to the smallest items. Total inline payload is capped by `max_inline_bytes`. videorrrNrz$Too much media to send inline (over izMB after the first zK inputs are uploaded as URLs). Reduce the number or size of attached media.)rrrerrr`)rBrCrrrrvafunitsrurl_used inline_bytesrrrnbytess rAbuild_gemini_media_partsrs$ &&v!'1v&!/!7 8!7AGQ> ?   LL+E2 3   LL+E2 3   LL # #A]jIkHlsw#x   )=(>aw&GPVW-!'__# #792   -X6 }}[Q,QRR;? s%AD0D,B9D0=D.>/D0.D0r7)NNNNr)r8r9r:r;r< classmethodr4strintr r)rr*rbrr rIrLr?r7r@rArrsp p d &*$($()-1S1S1S 1S  d" 1S {{T! 1S{{T!1SJ$&1S1S 1S1Sr@rrr)Gemini 3.1 ProGemini 3.1 Flash-LiteGEMINI_V2_MODELSthinking_defaultc[RRS[RR[RRS5[ SS5Vs/sHnSU3PM snSS9SS 9[RRS [RR[R RS 5S /SS9S S 9[RRS [RR[RRS 5S/SS9SS 9[R"S5RSSSS9[RRSSS/USS9[RRSSSSSSSS 9[RRS!S"SSSS#SS 9[RRS$S%S&S'S(SS)9/$s snf)*zWPer-model inputs revealed by the model DynamicCombo (shared media + sampling controls).rCrrimage_rnamesrdzCOptional image(s) to use as context for the model. Up to 16 images.templaterraudio_1z4Optional audio clip to use as context for the model.rvideo_1z4Optional video clip to use as context for the model.rrTzbOptional file(s) to use as context for the model. Accepts inputs from the Gemini Input Files node.rthinking_levelLOWHIGHzHow hard the model reasons internally before answering. HIGH improves quality on difficult tasks but costs more (thinking) tokens and is slower.r temperature?r@{Gz?zRControls randomness. Lower is more focused/deterministic, higher is more creative.)rrdrsteprrtop_pffffff?z`Nucleus sampling: sample from the smallest token set whose cumulative probability reaches top_p.max_output_tokensiiaMaximum tokens to generate, including the model's internal thinking. With thinking_level HIGH, a low value can leave no room for the answer; raise this if responses come back empty or truncated. The model stops early when finished, so a higher cap costs nothing extra for short replies.)rrdrrr) r Autogrowr TemplateNamesr)rjrr*r+r'Floatr()rTrYs rA_gemini_text_model_inputsrmds  [[..w'-21b\:\s|\:/ Z    [[..w' k/ K    [[..w' k/ K   &'-- ? .  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Files are converted to the appropriate format required by the API and can be chained together to include multiple files in a single request. c [R"5n[R"U5Vs/sHnUR 5(dMUR R S5(d"UR R S5(dM\UR5R[:dMUPM nn[USS9nUVs/sHo"R PM nn[R"SSSS[RRS UU(aUS OS S S 9[R"S5RSSSS9/[R"S5R!5/S9$s snfs snf)z For details about the supported file input types, see: https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/inference z.txt.pdfcUR$rH)name)xs rA0GeminiInputFiles.define_schema..Bsr@)keyrzGemini Input FilesruLoads and prepares input files to include as inputs for Gemini LLM nodes. The files will be read by the Gemini model when generating a response. The contents of the text file count toward the token limit. 🛈 TIP: Can be chained together with other Gemini Input File nodes.filerNzgInput files to include as context for the model. Only accepts text (.txt) and PDF (.pdf) files for now.rrTzAn optional additional file(s) to batch together with the file loaded from this node. Allows chaining of input files so that a single message can include multiple input files.r)rrrrrr ) folder_pathsget_input_directoryosscandiris_filerendswithstatst_sizeGEMINI_MAX_INPUT_FILE_SIZEsortedr r%r'r r+r,)rB input_dirr input_filess rAr4GeminiInputFiles.define_schema4sU !446 ZZ * *yy{ ((AFFOOF,C   #== *  [.>? '23{!vv{ 3yy&-*T '.9KNtM  ./55(!p6  ./668/   4sE* >E* E*1E*E/ file_pathrEcFURS5(a[RO[Rn[ US5nUR 5nSSS5 [ R"W5RS5n[[UUS9S9$!,(df  ND=f)Nrrbzutf-8r\r^) rrapplication_pdf text_plainopenreadr b64encodedecoderr)rBrrr file_content base64_strs rAcreate_file_part!GeminiInputFiles.create_file_part`s6?6H6H6P6PN22VdVoVo )T "a668L#%%l3::7C '"  # "s B B NrrcUc/n[R"U5nURU5n[R"U/U-5$)z-Loads and formats input files for Gemini API.)rget_annotated_filepathrr rI)rBrrrinput_file_contents rArLGeminiInputFiles.executeosJ  %!#  77=  11)<}}014FFGGr@r7rH)r8r9r:r;r<rNr4rOrrrbr rIrLr?r7r@rArr*s}) ) V        H3HD4Dt4KHWYWdWdHHr@rc\rSrSr\S5r\SS\S\S\S\RS-S\ \ S-S \S \S \S \ R4S jj5rSrg) GeminiImageiyc[R"SSSS[RRSSSSS 9[RRS [ [ R S S 9[RRS SSSSSS9[RRSSSS9[R"S5RSSSS9[RRS/SQSSSS9[RRSSS /S!SSS"9[RRS#S[SS$SS%9/[RR5[RR5/[RR[RR[RR/S[R "S&S'9S(9 $))NGeminiImageNodez!Nano Banana (Google Gemini Image)partner/image/Geminiz)Edit images synchronously via Google API.rTzText prompt for generationrrrrr+rrr r rr r r rCrrrrr aspect_ratio auto1:12:33:23:44:34:55:49:1616:921:9rzkDefaults to matching the output image size to that of your input image, or otherwise generates 1:1 squares.)rrrrresponse_modalities IMAGE+TEXTrmChoose 'IMAGE' for image-only output, or 'IMAGE+TEXT' to return both the generated image and a text response.)rrrrrrrzO{"type":"usd","usd":0.039,"format":{"suffix":"/Image (1K)","approximate":true}})r1 rrrrrr r!r"r#)r r%r&r r'r3r>r(r)r+GEMINI_IMAGE_SYS_PROMPTr,r-r.r/r0r1r3s rAr4GeminiImage.define_schema{syy%<+C "8   ,,CCO   *+/?  !U  ./55!X6 "m":! ))73[!!  #"3!V!  k=~!   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Es7AD5D/B"D59D1:"D5D3D51D53D5r7NNrrr7r@rArrsQ Q f&*)-0h0h0h 0h  0h  0h!0h d"0hJ$&0h0h 0h0hr@rc\rSrSr\S5r\SS\S\S\S\S\S \S \S \RS-S \ \ S-S \S\ R4Sjj5rSrg)GeminiNanoBanana2ic[R"SSSS[RRSSSSS 9[RRS S /S 9[R RS SSSSSS9[RRS/SQSSS9[RRS/SQSS9[RRSSS/SS9[RRS S!S"/S 9[R RS#SS$S%9[R"S&5RS'SS(S%9[RRS)S[SS*SS+9/ [R R5[RR5[R RS,S-S.9/[RR[RR[RR/S[SS/9 $)0Nr Nano Banana 2rrrTrrrr+rrr r rr rr rrrrrr,rrrqrrrrrr^MINIMALr`rCrrrrrrrr thought_imageoFirst image from the model's thinking process. Only available with thinking_level HIGH and IMAGE+TEXT modality.rrrrr3s rAr4GeminiNanoBanana2.define_schemasyy'(+V "[  EF *+/?  " #S!& .e )$l3! $&/!X  ./55!X6  #"3!V!  KM^!   "!0W  .. ++ ## 2Gd d r@Nrr+r rr,rr^rCrrrEc # [USSS9 US:XaSn[US9/n Ub<[U5S:a [S5eU R [ X5IShvN 5 U bU R U 5 [ US 9n US :waXLlSn U (a[[U S9/SS 9n [U[S U3S S9[[[RU S9/[!US:XaS/OSS/U [#US9S9U S9[$[&S9IShvN n[(R*"[-U5IShvN [/U5[-USS9IShvN 5$NNHN'N7f)NTrrwrrr7rrrrr8rr;r<r?rrrz)rrr~rrr)r(rr!r`rirurrrrr"rrr rrHrrrrr rIrr)rBrr+r rr,rr^rCrrrrrJr{s rArLGeminiNanoBanana2.executesg !D < <4E#-6#:";  #F+b0 !XYY LL1#>> ?   LL (:> 6 !'3 $# #A]jIkHlsw#x   6ug>v N2!zeD"=5HG5S Z`biYj ,#7n#U" #7 92  "}})(3 3 "8 ,)(DA A  ;? $ 4 AsIAEEB*EE "E$E %E?E E E EEr7rrr7r@rArrse e N&*)-6 6 6  6  6  6 !6 6  d"6 J$&6 6  6 6 r@rc[RRS/SQSSS9[RRS/SQSS 9[RRS S S /S 9[RRS[RR [R RS5[ SS5Vs/sHnSU3PM snSS9SS9[R"S5RSSSS9/$s snf)Nr)rrrrrrrrrrrz1:4z4:1z8:1z1:8rrrr,rrrqr^rr`rrCrrrWrrXz3Optional reference image(s). Up to 14 images total.rZrrTrr)r r'r rjrkr)rjr+)rYs rA_nano_banana_2_v2_model_inputsr,s  "K)  .  &]   '    [[..w'-21b\:\s|\:/ J   &'-- X . U0 0J;sC=cv\rSrSr\S5r\SS\S\S\S\S\S\ S \ S \ R4S jj5r S r g )GeminiNanoBanana2V2i`c[R"SSSS[RRSSSSS 9[RRS [RR S [ 55/S 9[RRS SSSSSS9[RRSSS/SS9[RRSS[SSSS9[RRSSSSSSSSS 9[RRS!S"SSSSS#SS 9/[RR5[RR5[RRS$S%S&9/[RR[RR[RR /S[R""[R$"S S'/S(9S)S*9S+9 $),NrrrrrTrrrr+rrr r rr rr rrrrrrrrarbrrcrdzGControls randomness in generation. Lower is more focused/deterministic.)rrdrrerrrrfrgzGNucleus sampling threshold. Lower is more focused, higher more diverse.rrrzmodel.resolutionr-a) ( $r := $lookup(widgets, "model.resolution"); $prices := {"1k": 0.0696, "2k": 0.1014, "4k": 0.154}; {"type":"usd","usd": $lookup($prices, $r), "format":{"suffix":"/Image","approximate":true}} ) r/r)r r%r&r rsrtrr(r'rrlr)r,r-r.r/r0r1r2r3s rAr4!GeminiNanoBanana2V2.define_schemabsyy)(+V "[  %%..D:<& *+/?  )$l3!  #"3!V!  !!e!  !e! i>@!   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