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python-openai-demos/chat_async.py at main · VKOutlook/python-openai-demos · GitHub
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import
asyncio
import
os
import
azure
.
identity
.
aio
import
openai
from
dotenv
import
load_dotenv
# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
load_dotenv
(
override
=
True
)
API_HOST
=
os
.
getenv
(
"API_HOST"
,
"github"
)
azure_credential
=
None
# Will hold the Azure credential so we can close it properly.
if
API_HOST
==
"azure"
:
azure_credential
=
azure
.
identity
.
aio
.
DefaultAzureCredential
()
token_provider
=
azure
.
identity
.
aio
.
get_bearer_token_provider
(
azure_credential
,
"https://cognitiveservices.azure.com/.default"
)
client
=
openai
.
AsyncOpenAI
(
base_url
=
os
.
environ
[
"AZURE_OPENAI_ENDPOINT"
],
api_key
=
token_provider
,
)
MODEL_NAME
=
os
.
environ
[
"AZURE_OPENAI_CHAT_DEPLOYMENT"
]
elif
API_HOST
==
"ollama"
:
client
=
openai
.
AsyncOpenAI
(
base_url
=
os
.
environ
[
"OLLAMA_ENDPOINT"
],
api_key
=
"nokeyneeded"
)
MODEL_NAME
=
os
.
environ
[
"OLLAMA_MODEL"
]
elif
API_HOST
==
"github"
:
client
=
openai
.
AsyncOpenAI
(
base_url
=
"https://models.github.ai/inference"
,
api_key
=
os
.
environ
[
"GITHUB_TOKEN"
])
MODEL_NAME
=
os
.
getenv
(
"GITHUB_MODEL"
,
"openai/gpt-4o"
)
else
:
client
=
openai
.
AsyncOpenAI
(
api_key
=
os
.
environ
[
"OPENAI_KEY"
])
MODEL_NAME
=
os
.
environ
[
"OPENAI_MODEL"
]
async
def
generate_response
(
location
):
print
(
"Generating response for"
,
location
)
response
=
await
client
.
chat
.
completions
.
create
(
model
=
MODEL_NAME
,
messages
=
[
{
"role"
:
"system"
,
"content"
:
"You are a helpful assistant."
},
{
"role"
:
"user"
,
"content"
:
f"Name a single place I should visit on my trip to
{
location
}
and describe in one sentence"
,
},
],
temperature
=
0.7
,
)
print
(
"Got response for "
,
location
)
return
response
.
choices
[
0
].
message
.
content
async
def
single
()
->
None
:
"""Run a single request example and handle cleanup."""
print
(
await
generate_response
(
"Tokyo"
))
async
def
multiple
()
->
None
:
"""Run multiple requests concurrently and handle cleanup."""
answers
=
await
asyncio
.
gather
(
generate_response
(
"Tokyo"
),
generate_response
(
"Berkeley"
),
generate_response
(
"Singapore"
),
)
for
answer
in
answers
:
print
(
answer
,
"
\n
"
)
async
def
close_clients
()
->
None
:
"""Close the OpenAI async client and (if applicable) the Azure credential."""
await
client
.
close
()
if
azure_credential
is
not
None
:
await
azure_credential
.
close
()
async
def
main
():
try
:
await
single
()
# Change to await multiple() to run multiple requests concurrently
finally
:
await
close_clients
()
if
__name__
==
"__main__"
:
asyncio
.
run
(
main
())
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