I problemi privati più difficili di FrontierMath, versione corretta v2, con strumenti Python. Separati dai Tiers 1-3 del punteggio principale.
050100%
Gemini 3 Flash PreviewNon disponibile
Le barre mostrano i risultati delle prove. I segmenti indicano intervalli approssimativi al 95% quando è disponibile l’errore standard. Budget di ragionamento diversi non implicano costi uguali. I risultati mancanti non valgono zero.
Esecuzione locale
Inferenza · stima della memoria
Gemini 3 Flash Preview
Pesi chiusi. Non sono pubblicati un impiego locale supportato o requisiti GPU.
Costo API
USD / mese
Stima per token di testo standard. Esclude imposte, cache, sconti batch e costi aggiuntivi per ragionamento e modalità multimediali. Limiti e disponibilità possono variare per provider.
Gemini 3 Flash Preview
Capacità
Finestra di contesto
1.048.576 tokens
Input massimo
1.048.576 tokens*
Output massimo
65.536 tokens
Ragionamento
Sì
Uso di strumenti
Sì
Output strutturato
Sì*
Pesi aperti
No
Dati di addestramento fino a
2025-01
Modalità API
Chat*
Input immagini
Sì*
Input PDF
Sì*
Output audio
No*
Chiamate parallele agli strumenti
Sì*
Cache dei prompt
Sì*
Messaggi di sistema
Sì*
Scelta degli strumenti
Sì*
Ricerca sul web
Sì*
Modalità di input
text
image
video
audio
pdf
Modalità di output
text
Configurazione di sistema
Specifiche dettagliate
Specifiche · 40 campi
cache read input audio token cost
1,0e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
cache read input token cost
5,0e-8*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
cache read input token cost priority
9,0e-8*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
google maps grounding cost per query
0,014*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per audio token
1,0e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per audio token batches
5,0e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per audio token priority
1,8e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token
5,0e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token batches
2,5e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token flex
2,5e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token priority
9,0e-7*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
litellm provider
vertex_ai-language-models*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max input tokens
1.048.576*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max output tokens
65.535*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max tokens
65.535*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
mode
chat*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per reasoning token
3,0e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token
3,0e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token batches
1,5e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token flex
1,5e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token priority
5,4e-6*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
search context cost per query
search_context_size_low
0,014*
search_context_size_medium
0,014*
search_context_size_high
0,014*
Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
search free requests
count
5.000*
period
month*
shared_group
gemini-3*
Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported endpoints
/v1/chat/completions*
/v1/completions*
/v1/batch*
Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported modalities
text*
image*
audio*
video*
Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported output modalities
text*
Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports audio output
No*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports function calling
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports native streaming
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports parallel function calling
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports pdf input
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports prompt caching
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports reasoning
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports response schema
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports system messages
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports tool choice
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports url context
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports vision
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports web search
Sì*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
web search billing unit
per_query*Ambito e condizioni
native_context
provider
vertex_ai-language-models*
mode
chat*
full_native_model_id
gemini-3-flash-preview*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*