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import
asyncio
import
json
import
platform
import
sys
import
threading
import
warnings
from
contextlib
import
asynccontextmanager
from
json
import
JSONDecodeError
from
typing
import
(
AsyncGenerator
,
AsyncIterator
,
Dict
,
Iterator
,
Optional
,
Tuple
,
Union
,
overload
,
)
from
urllib
.
parse
import
urlencode
,
urlsplit
,
urlunsplit
import
aiohttp
import
requests
if
sys
.
version_info
>=
(
3
,
8
):
from
typing
import
Literal
else
:
from
typing_extensions
import
Literal
import
openai
from
openai
import
error
,
util
,
version
from
openai
.
openai_response
import
OpenAIResponse
from
openai
.
util
import
ApiType
TIMEOUT_SECS
=
600
MAX_CONNECTION_RETRIES
=
2
# Has one attribute per thread, 'session'.
_thread_context
=
threading
.
local
()
def
_build_api_url
(
url
,
query
):
scheme
,
netloc
,
path
,
base_query
,
fragment
=
urlsplit
(
url
)
if
base_query
:
query
=
"%s&%s"
%
(
base_query
,
query
)
return
urlunsplit
((
scheme
,
netloc
,
path
,
query
,
fragment
))
def
_requests_proxies_arg
(
proxy
)
->
Optional
[
Dict
[
str
,
str
]]:
"""Returns a value suitable for the 'proxies' argument to 'requests.request."""
if
proxy
is
None
:
return
None
elif
isinstance
(
proxy
,
str
):
return
{
"http"
:
proxy
,
"https"
:
proxy
}
elif
isinstance
(
proxy
,
dict
):
return
proxy
.
copy
()
else
:
raise
ValueError
(
"'openai.proxy' must be specified as either a string URL or a dict with string URL under the https and/or http keys."
)
def
_aiohttp_proxies_arg
(
proxy
)
->
Optional
[
str
]:
"""Returns a value suitable for the 'proxies' argument to 'aiohttp.ClientSession.request."""
if
proxy
is
None
:
return
None
elif
isinstance
(
proxy
,
str
):
return
proxy
elif
isinstance
(
proxy
,
dict
):
return
proxy
[
"https"
]
if
"https"
in
proxy
else
proxy
[
"http"
]
else
:
raise
ValueError
(
"'openai.proxy' must be specified as either a string URL or a dict with string URL under the https and/or http keys."
)
def
_make_session
()
->
requests
.
Session
:
if
not
openai
.
verify_ssl_certs
:
warnings
.
warn
(
"verify_ssl_certs is ignored; openai always verifies."
)
s
=
requests
.
Session
()
proxies
=
_requests_proxies_arg
(
openai
.
proxy
)
if
proxies
:
s
.
proxies
=
proxies
s
.
mount
(
"https://"
,
requests
.
adapters
.
HTTPAdapter
(
max_retries
=
MAX_CONNECTION_RETRIES
),
)
return
s
def
parse_stream_helper
(
line
:
bytes
)
->
Optional
[
str
]:
if
line
:
if
line
.
strip
()
==
b"data: [DONE]"
:
# return here will cause GeneratorExit exception in urllib3
# and it will close http connection with TCP Reset
return
None
if
line
.
startswith
(
b"data: "
):
line
=
line
[
len
(
b"data: "
):]
return
line
.
decode
(
"utf-8"
)
else
:
return
None
return
None
def
parse_stream
(
rbody
:
Iterator
[
bytes
])
->
Iterator
[
str
]:
for
line
in
rbody
:
_line
=
parse_stream_helper
(
line
)
if
_line
is
not
None
:
yield
_line
async
def
parse_stream_async
(
rbody
:
aiohttp
.
StreamReader
):
async
for
line
in
rbody
:
_line
=
parse_stream_helper
(
line
)
if
_line
is
not
None
:
yield
_line
class
APIRequestor
:
def
__init__
(
self
,
key
=
None
,
api_base
=
None
,
api_type
=
None
,
api_version
=
None
,
organization
=
None
,
):
self
.
api_base
=
api_base
or
openai
.
api_base
self
.
api_key
=
key
or
util
.
default_api_key
()
self
.
api_type
=
(
ApiType
.
from_str
(
api_type
)
if
api_type
else
ApiType
.
from_str
(
openai
.
api_type
)
)
self
.
api_version
=
api_version
or
openai
.
api_version
self
.
organization
=
organization
or
openai
.
organization
@
classmethod
def
format_app_info
(
cls
,
info
):
str
=
info
[
"name"
]
if
info
[
"version"
]:
str
+=
"/%s"
%
(
info
[
"version"
],)
if
info
[
"url"
]:
str
+=
" (%s)"
%
(
info
[
"url"
],)
return
str
@
overload
def
request
(
self
,
method
,
url
,
params
,
headers
,
files
,
stream
:
Literal
[
True
],
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
Iterator
[
OpenAIResponse
],
bool
,
str
]:
pass
@
overload
def
request
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
*
,
stream
:
Literal
[
True
],
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
Iterator
[
OpenAIResponse
],
bool
,
str
]:
pass
@
overload
def
request
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
stream
:
Literal
[
False
]
=
...,
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
OpenAIResponse
,
bool
,
str
]:
pass
@
overload
def
request
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
stream
:
bool
=
...,
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
Union
[
OpenAIResponse
,
Iterator
[
OpenAIResponse
]],
bool
,
str
]:
pass
def
request
(
self
,
method
,
url
,
params
=
None
,
headers
=
None
,
files
=
None
,
stream
:
bool
=
False
,
request_id
:
Optional
[
str
]
=
None
,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
None
,
)
->
Tuple
[
Union
[
OpenAIResponse
,
Iterator
[
OpenAIResponse
]],
bool
,
str
]:
result
=
self
.
request_raw
(
method
.
lower
(),
url
,
params
=
params
,
supplied_headers
=
headers
,
files
=
files
,
stream
=
stream
,
request_id
=
request_id
,
request_timeout
=
request_timeout
,
)
resp
,
got_stream
=
self
.
_interpret_response
(
result
,
stream
)
return
resp
,
got_stream
,
self
.
api_key
@
overload
async
def
arequest
(
self
,
method
,
url
,
params
,
headers
,
files
,
stream
:
Literal
[
True
],
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
AsyncGenerator
[
OpenAIResponse
,
None
],
bool
,
str
]:
pass
@
overload
async
def
arequest
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
*
,
stream
:
Literal
[
True
],
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
AsyncGenerator
[
OpenAIResponse
,
None
],
bool
,
str
]:
pass
@
overload
async
def
arequest
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
stream
:
Literal
[
False
]
=
...,
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
OpenAIResponse
,
bool
,
str
]:
pass
@
overload
async
def
arequest
(
self
,
method
,
url
,
params
=
...,
headers
=
...,
files
=
...,
stream
:
bool
=
...,
request_id
:
Optional
[
str
]
=
...,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
...,
)
->
Tuple
[
Union
[
OpenAIResponse
,
AsyncGenerator
[
OpenAIResponse
,
None
]],
bool
,
str
]:
pass
async
def
arequest
(
self
,
method
,
url
,
params
=
None
,
headers
=
None
,
files
=
None
,
stream
:
bool
=
False
,
request_id
:
Optional
[
str
]
=
None
,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
None
,
)
->
Tuple
[
Union
[
OpenAIResponse
,
AsyncGenerator
[
OpenAIResponse
,
None
]],
bool
,
str
]:
ctx
=
aiohttp_session
()
session
=
await
ctx
.
__aenter__
()
try
:
result
=
await
self
.
arequest_raw
(
method
.
lower
(),
url
,
session
,
params
=
params
,
supplied_headers
=
headers
,
files
=
files
,
request_id
=
request_id
,
request_timeout
=
request_timeout
,
)
resp
,
got_stream
=
await
self
.
_interpret_async_response
(
result
,
stream
)
except
Exception
:
await
ctx
.
__aexit__
(
None
,
None
,
None
)
raise
if
got_stream
:
async
def
wrap_resp
():
assert
isinstance
(
resp
,
AsyncGenerator
)
try
:
async
for
r
in
resp
:
yield
r
finally
:
await
ctx
.
__aexit__
(
None
,
None
,
None
)
return
wrap_resp
(),
got_stream
,
self
.
api_key
else
:
await
ctx
.
__aexit__
(
None
,
None
,
None
)
return
resp
,
got_stream
,
self
.
api_key
def
handle_error_response
(
self
,
rbody
,
rcode
,
resp
,
rheaders
,
stream_error
=
False
):
try
:
error_data
=
resp
[
"error"
]
except
(
KeyError
,
TypeError
):
raise
error
.
APIError
(
"Invalid response object from API: %r (HTTP response code "
"was %d)"
%
(
rbody
,
rcode
),
rbody
,
rcode
,
resp
,
)
if
"internal_message"
in
error_data
:
error_data
[
"message"
]
+=
"
\n
\n
"
+
error_data
[
"internal_message"
]
util
.
log_info
(
"OpenAI API error received"
,
error_code
=
error_data
.
get
(
"code"
),
error_type
=
error_data
.
get
(
"type"
),
error_message
=
error_data
.
get
(
"message"
),
error_param
=
error_data
.
get
(
"param"
),
stream_error
=
stream_error
,
)
# Rate limits were previously coded as 400's with code 'rate_limit'
if
rcode
==
429
:
return
error
.
RateLimitError
(
error_data
.
get
(
"message"
),
rbody
,
rcode
,
resp
,
rheaders
)
elif
rcode
in
[
400
,
404
,
415
]:
return
error
.
InvalidRequestError
(
error_data
.
get
(
"message"
),
error_data
.
get
(
"param"
),
error_data
.
get
(
"code"
),
rbody
,
rcode
,
resp
,
rheaders
,
)
elif
rcode
==
401
:
return
error
.
AuthenticationError
(
error_data
.
get
(
"message"
),
rbody
,
rcode
,
resp
,
rheaders
)
elif
rcode
==
403
:
return
error
.
PermissionError
(
error_data
.
get
(
"message"
),
rbody
,
rcode
,
resp
,
rheaders
)
elif
rcode
==
409
:
return
error
.
TryAgain
(
error_data
.
get
(
"message"
),
rbody
,
rcode
,
resp
,
rheaders
)
elif
stream_error
:
# TODO: we will soon attach status codes to stream errors
parts
=
[
error_data
.
get
(
"message"
),
"(Error occurred while streaming.)"
]
message
=
" "
.
join
([
p
for
p
in
parts
if
p
is
not
None
])
return
error
.
APIError
(
message
,
rbody
,
rcode
,
resp
,
rheaders
)
else
:
return
error
.
APIError
(
f"
{
error_data
.
get
(
'message'
)
}
{
rbody
}
{
rcode
}
{
resp
}
{
rheaders
}
"
,
rbody
,
rcode
,
resp
,
rheaders
,
)
def
request_headers
(
self
,
method
:
str
,
extra
,
request_id
:
Optional
[
str
]
)
->
Dict
[
str
,
str
]:
user_agent
=
"OpenAI/v1 PythonBindings/%s"
%
(
version
.
VERSION
,)
if
openai
.
app_info
:
user_agent
+=
" "
+
self
.
format_app_info
(
openai
.
app_info
)
uname_without_node
=
" "
.
join
(
v
for
k
,
v
in
platform
.
uname
().
_asdict
().
items
()
if
k
!=
"node"
)
ua
=
{
"bindings_version"
:
version
.
VERSION
,
"httplib"
:
"requests"
,
"lang"
:
"python"
,
"lang_version"
:
platform
.
python_version
(),
"platform"
:
platform
.
platform
(),
"publisher"
:
"openai"
,
"uname"
:
uname_without_node
,
}
if
openai
.
app_info
:
ua
[
"application"
]
=
openai
.
app_info
headers
=
{
"X-OpenAI-Client-User-Agent"
:
json
.
dumps
(
ua
),
"User-Agent"
:
user_agent
,
}
headers
.
update
(
util
.
api_key_to_header
(
self
.
api_type
,
self
.
api_key
))
if
self
.
organization
:
headers
[
"OpenAI-Organization"
]
=
self
.
organization
if
self
.
api_version
is
not
None
and
self
.
api_type
==
ApiType
.
OPEN_AI
:
headers
[
"OpenAI-Version"
]
=
self
.
api_version
if
request_id
is
not
None
:
headers
[
"X-Request-Id"
]
=
request_id
if
openai
.
debug
:
headers
[
"OpenAI-Debug"
]
=
"true"
headers
.
update
(
extra
)
return
headers
def
_validate_headers
(
self
,
supplied_headers
:
Optional
[
Dict
[
str
,
str
]]
)
->
Dict
[
str
,
str
]:
headers
:
Dict
[
str
,
str
]
=
{}
if
supplied_headers
is
None
:
return
headers
if
not
isinstance
(
supplied_headers
,
dict
):
raise
TypeError
(
"Headers must be a dictionary"
)
for
k
,
v
in
supplied_headers
.
items
():
if
not
isinstance
(
k
,
str
):
raise
TypeError
(
"Header keys must be strings"
)
if
not
isinstance
(
v
,
str
):
raise
TypeError
(
"Header values must be strings"
)
headers
[
k
]
=
v
# NOTE: It is possible to do more validation of the headers, but a request could always
# be made to the API manually with invalid headers, so we need to handle them server side.
return
headers
def
_prepare_request_raw
(
self
,
url
,
supplied_headers
,
method
,
params
,
files
,
request_id
:
Optional
[
str
],
)
->
Tuple
[
str
,
Dict
[
str
,
str
],
Optional
[
bytes
]]:
abs_url
=
"%s%s"
%
(
self
.
api_base
,
url
)
headers
=
self
.
_validate_headers
(
supplied_headers
)
data
=
None
if
method
==
"get"
or
method
==
"delete"
:
if
params
:
encoded_params
=
urlencode
(
[(
k
,
v
)
for
k
,
v
in
params
.
items
()
if
v
is
not
None
]
)
abs_url
=
_build_api_url
(
abs_url
,
encoded_params
)
elif
method
in
{
"post"
,
"put"
}:
if
params
and
files
:
data
=
params
if
params
and
not
files
:
data
=
json
.
dumps
(
params
).
encode
()
headers
[
"Content-Type"
]
=
"application/json"
else
:
raise
error
.
APIConnectionError
(
"Unrecognized HTTP method %r. This may indicate a bug in the "
"OpenAI bindings. Please contact support@openai.com for "
"assistance."
%
(
method
,)
)
headers
=
self
.
request_headers
(
method
,
headers
,
request_id
)
util
.
log_debug
(
"Request to OpenAI API"
,
method
=
method
,
path
=
abs_url
)
util
.
log_debug
(
"Post details"
,
data
=
data
,
api_version
=
self
.
api_version
)
return
abs_url
,
headers
,
data
def
request_raw
(
self
,
method
,
url
,
*
,
params
=
None
,
supplied_headers
:
Optional
[
Dict
[
str
,
str
]]
=
None
,
files
=
None
,
stream
:
bool
=
False
,
request_id
:
Optional
[
str
]
=
None
,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
None
,
)
->
requests
.
Response
:
abs_url
,
headers
,
data
=
self
.
_prepare_request_raw
(
url
,
supplied_headers
,
method
,
params
,
files
,
request_id
)
if
not
hasattr
(
_thread_context
,
"session"
):
_thread_context
.
session
=
_make_session
()
try
:
result
=
_thread_context
.
session
.
request
(
method
,
abs_url
,
headers
=
headers
,
data
=
data
,
files
=
files
,
stream
=
stream
,
timeout
=
request_timeout
if
request_timeout
else
TIMEOUT_SECS
,
proxies
=
_thread_context
.
session
.
proxies
,
)
except
requests
.
exceptions
.
Timeout
as
e
:
raise
error
.
Timeout
(
"Request timed out: {}"
.
format
(
e
))
from
e
except
requests
.
exceptions
.
RequestException
as
e
:
raise
error
.
APIConnectionError
(
"Error communicating with OpenAI: {}"
.
format
(
e
)
)
from
e
util
.
log_debug
(
"OpenAI API response"
,
path
=
abs_url
,
response_code
=
result
.
status_code
,
processing_ms
=
result
.
headers
.
get
(
"OpenAI-Processing-Ms"
),
request_id
=
result
.
headers
.
get
(
"X-Request-Id"
),
)
# Don't read the whole stream for debug logging unless necessary.
if
openai
.
log
==
"debug"
:
util
.
log_debug
(
"API response body"
,
body
=
result
.
content
,
headers
=
result
.
headers
)
return
result
async
def
arequest_raw
(
self
,
method
,
url
,
session
,
*
,
params
=
None
,
supplied_headers
:
Optional
[
Dict
[
str
,
str
]]
=
None
,
files
=
None
,
request_id
:
Optional
[
str
]
=
None
,
request_timeout
:
Optional
[
Union
[
float
,
Tuple
[
float
,
float
]]]
=
None
,
)
->
aiohttp
.
ClientResponse
:
abs_url
,
headers
,
data
=
self
.
_prepare_request_raw
(
url
,
supplied_headers
,
method
,
params
,
files
,
request_id
)
if
isinstance
(
request_timeout
,
tuple
):
timeout
=
aiohttp
.
ClientTimeout
(
connect
=
request_timeout
[
0
],
total
=
request_timeout
[
1
],
)
else
:
timeout
=
aiohttp
.
ClientTimeout
(
total
=
request_timeout
if
request_timeout
else
TIMEOUT_SECS
)
if
files
:
# TODO: Use `aiohttp.MultipartWriter` to create the multipart form data here.
# For now we use the private `requests` method that is known to have worked so far.
data
,
content_type
=
requests
.
models
.
RequestEncodingMixin
.
_encode_files
(
# type: ignore
files
,
data
)
headers
[
"Content-Type"
]
=
content_type
request_kwargs
=
{
"method"
:
method
,
"url"
:
abs_url
,
"headers"
:
headers
,
"data"
:
data
,
"proxy"
:
_aiohttp_proxies_arg
(
openai
.
proxy
),
"timeout"
:
timeout
,
}
try
:
result
=
await
session
.
request
(
**
request_kwargs
)
util
.
log_info
(
"OpenAI API response"
,
path
=
abs_url
,
response_code
=
result
.
status
,
processing_ms
=
result
.
headers
.
get
(
"OpenAI-Processing-Ms"
),
request_id
=
result
.
headers
.
get
(
"X-Request-Id"
),
)
# Don't read the whole stream for debug logging unless necessary.
if
openai
.
log
==
"debug"
:
util
.
log_debug
(
"API response body"
,
body
=
result
.
content
,
headers
=
result
.
headers
)
return
result
except
(
aiohttp
.
ServerTimeoutError
,
asyncio
.
TimeoutError
)
as
e
:
raise
error
.
Timeout
(
"Request timed out"
)
from
e
except
aiohttp
.
ClientError
as
e
:
raise
error
.
APIConnectionError
(
"Error communicating with OpenAI"
)
from
e
def
_interpret_response
(
self
,
result
:
requests
.
Response
,
stream
:
bool
)
->
Tuple
[
Union
[
OpenAIResponse
,
Iterator
[
OpenAIResponse
]],
bool
]:
"""Returns the response(s) and a bool indicating whether it is a stream."""
if
stream
and
"text/event-stream"
in
result
.
headers
.
get
(
"Content-Type"
,
""
):
return
(
self
.
_interpret_response_line
(
line
,
result
.
status_code
,
result
.
headers
,
stream
=
True
)
for
line
in
parse_stream
(
result
.
iter_lines
())
),
True
else
:
return
(
self
.
_interpret_response_line
(
result
.
content
.
decode
(
"utf-8"
),
result
.
status_code
,
result
.
headers
,
stream
=
False
,
),
False
,
)
async
def
_interpret_async_response
(
self
,
result
:
aiohttp
.
ClientResponse
,
stream
:
bool
)
->
Tuple
[
Union
[
OpenAIResponse
,
AsyncGenerator
[
OpenAIResponse
,
None
]],
bool
]:
"""Returns the response(s) and a bool indicating whether it is a stream."""
if
stream
and
"text/event-stream"
in
result
.
headers
.
get
(
"Content-Type"
,
""
):
return
(
self
.
_interpret_response_line
(
line
,
result
.
status
,
result
.
headers
,
stream
=
True
)
async
for
line
in
parse_stream_async
(
result
.
content
)
),
True
else
:
try
:
await
result
.
read
()
except
aiohttp
.
ClientError
as
e
:
util
.
log_warn
(
e
,
body
=
result
.
content
)
return
(
self
.
_interpret_response_line
(
(
await
result
.
read
()).
decode
(
"utf-8"
),
result
.
status
,
result
.
headers
,
stream
=
False
,
),
False
,
)
def
_interpret_response_line
(
self
,
rbody
:
str
,
rcode
:
int
,
rheaders
,
stream
:
bool
)
->
OpenAIResponse
:
# HTTP 204 response code does not have any content in the body.
if
rcode
==
204
:
return
OpenAIResponse
(
None
,
rheaders
)
if
rcode
==
503
:
raise
error
.
ServiceUnavailableError
(
"The server is overloaded or not ready yet."
,
rbody
,
rcode
,
headers
=
rheaders
,
)
try
:
if
'text/plain'
in
rheaders
.
get
(
'Content-Type'
):
data
=
rbody
else
:
data
=
json
.
loads
(
rbody
)
except
(
JSONDecodeError
,
UnicodeDecodeError
)
as
e
:
raise
error
.
APIError
(
f"HTTP code
{
rcode
}
from API (
{
rbody
}
)"
,
rbody
,
rcode
,
headers
=
rheaders
)
from
e
resp
=
OpenAIResponse
(
data
,
rheaders
)
# In the future, we might add a "status" parameter to errors
# to better handle the "error while streaming" case.
stream_error
=
stream
and
"error"
in
resp
.
data
if
stream_error
or
not
200
<=
rcode
<
300
:
raise
self
.
handle_error_response
(
rbody
,
rcode
,
resp
.
data
,
rheaders
,
stream_error
=
stream_error
)
return
resp
@
asynccontextmanager
async
def
aiohttp_session
()
->
AsyncIterator
[
aiohttp
.
ClientSession
]:
user_set_session
=
openai
.
aiosession
.
get
()
if
user_set_session
:
yield
user_set_session
else
:
async
with
aiohttp
.
ClientSession
()
as
session
:
yield
session
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