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new 25e2e7371 refactor: ai-content-moderation to ai-aws-content-moderation
(#12010)
25e2e7371 is described below
commit 25e2e73711f6862d336c79710fad79582eade17a
Author: Shreemaan Abhishek <shreemaan.abhis...@gmail.com>
AuthorDate: Thu Mar 6 11:33:43 2025 +0545
refactor: ai-content-moderation to ai-aws-content-moderation (#12010)
---
Makefile | 3 -
apisix/cli/config.lua | 2 +-
...oderation.lua => ai-aws-content-moderation.lua} | 81 ++++++++--------------
apisix/plugins/ai/openai.lua | 33 ---------
conf/config.yaml.example | 2 +-
docs/en/latest/config.json | 2 +-
...-moderation.md => ai-aws-content-moderation.md} | 60 ++++++++--------
t/admin/plugins.t | 2 +-
...crets.t => ai-aws-content-moderation-secrets.t} | 34 ++++-----
...nt-moderation.t => ai-aws-content-moderation.t} | 69 ++++++++----------
...-moderation2.t => ai-aws-content-moderation2.t} | 16 ++---
11 files changed, 110 insertions(+), 194 deletions(-)
diff --git a/Makefile b/Makefile
index c288463c9..2c3bb8ddb 100644
--- a/Makefile
+++ b/Makefile
@@ -382,9 +382,6 @@ install: runtime
$(ENV_INSTALL) -d $(ENV_INST_LUADIR)/apisix/plugins/ai-rag/vector-search
$(ENV_INSTALL) apisix/plugins/ai-rag/vector-search/*.lua
$(ENV_INST_LUADIR)/apisix/plugins/ai-rag/vector-search
- # ai-content-moderation plugin
- $(ENV_INSTALL) -d $(ENV_INST_LUADIR)/apisix/plugins/ai
- $(ENV_INSTALL) apisix/plugins/ai/*.lua
$(ENV_INST_LUADIR)/apisix/plugins/ai
$(ENV_INSTALL) bin/apisix $(ENV_INST_BINDIR)/apisix
diff --git a/apisix/cli/config.lua b/apisix/cli/config.lua
index 376b5ed15..8760cea73 100644
--- a/apisix/cli/config.lua
+++ b/apisix/cli/config.lua
@@ -217,7 +217,7 @@ local _M = {
"ai-prompt-template",
"ai-prompt-decorator",
"ai-rag",
- "ai-content-moderation",
+ "ai-aws-content-moderation",
"proxy-mirror",
"proxy-rewrite",
"workflow",
diff --git a/apisix/plugins/ai-content-moderation.lua
b/apisix/plugins/ai-aws-content-moderation.lua
similarity index 66%
rename from apisix/plugins/ai-content-moderation.lua
rename to apisix/plugins/ai-aws-content-moderation.lua
index f4958f321..c7b54ed4e 100644
--- a/apisix/plugins/ai-content-moderation.lua
+++ b/apisix/plugins/ai-aws-content-moderation.lua
@@ -19,48 +19,34 @@ local aws_instance = require("resty.aws")()
local http = require("resty.http")
local fetch_secrets = require("apisix.secret").fetch_secrets
-local next = next
local pairs = pairs
local unpack = unpack
local type = type
local ipairs = ipairs
-local require = require
local HTTP_INTERNAL_SERVER_ERROR = ngx.HTTP_INTERNAL_SERVER_ERROR
local HTTP_BAD_REQUEST = ngx.HTTP_BAD_REQUEST
-
-local aws_comprehend_schema = {
- type = "object",
- properties = {
- access_key_id = { type = "string" },
- secret_access_key = { type = "string" },
- region = { type = "string" },
- endpoint = {
- type = "string",
- pattern = [[^https?://]]
- },
- ssl_verify = {
- type = "boolean",
- default = true
- }
- },
- required = { "access_key_id", "secret_access_key", "region", }
-}
-
local moderation_categories_pattern = "^(PROFANITY|HATE_SPEECH|INSULT|"..
"HARASSMENT_OR_ABUSE|SEXUAL|VIOLENCE_OR_THREAT)$"
local schema = {
type = "object",
properties = {
- provider = {
+ comprehend = {
type = "object",
properties = {
- aws_comprehend = aws_comprehend_schema
+ access_key_id = { type = "string" },
+ secret_access_key = { type = "string" },
+ region = { type = "string" },
+ endpoint = {
+ type = "string",
+ pattern = [[^https?://]]
+ },
+ ssl_verify = {
+ type = "boolean",
+ default = true
+ }
},
- maxProperties = 1,
- -- ensure only one provider can be configured while implementing
support for
- -- other providers
- required = { "aws_comprehend" }
+ required = { "access_key_id", "secret_access_key", "region", }
},
moderation_categories = {
type = "object",
@@ -78,20 +64,16 @@ local schema = {
minimum = 0,
maximum = 1,
default = 0.5
- },
- llm_provider = {
- type = "string",
- enum = { "openai" },
}
},
- required = { "provider", "llm_provider" },
+ required = { "comprehend" },
}
local _M = {
version = 0.1,
priority = 1040, -- TODO: might change
- name = "ai-content-moderation",
+ name = "ai-aws-content-moderation",
schema = schema,
}
@@ -107,51 +89,44 @@ function _M.rewrite(conf, ctx)
return HTTP_INTERNAL_SERVER_ERROR, "failed to retrieve secrets from
conf"
end
- local body, err = core.request.get_json_request_body_table()
+ local body, err = core.request.get_body()
if not body then
return HTTP_BAD_REQUEST, err
end
- local msgs = body.messages
- if type(msgs) ~= "table" or #msgs < 1 then
- return HTTP_BAD_REQUEST, "messages not found in request body"
- end
-
- local provider = conf.provider[next(conf.provider)]
+ local comprehend = conf.comprehend
local credentials = aws_instance:Credentials({
- accessKeyId = provider.access_key_id,
- secretAccessKey = provider.secret_access_key,
- sessionToken = provider.session_token,
+ accessKeyId = comprehend.access_key_id,
+ secretAccessKey = comprehend.secret_access_key,
+ sessionToken = comprehend.session_token,
})
- local default_endpoint = "https://comprehend."; .. provider.region ..
".amazonaws.com"
- local scheme, host, port = unpack(http:parse_uri(provider.endpoint or
default_endpoint))
+ local default_endpoint = "https://comprehend."; .. comprehend.region ..
".amazonaws.com"
+ local scheme, host, port = unpack(http:parse_uri(comprehend.endpoint or
default_endpoint))
local endpoint = scheme .. "://" .. host
aws_instance.config.endpoint = endpoint
- aws_instance.config.ssl_verify = provider.ssl_verify
+ aws_instance.config.ssl_verify = comprehend.ssl_verify
local comprehend = aws_instance:Comprehend({
credentials = credentials,
endpoint = endpoint,
- region = provider.region,
+ region = comprehend.region,
port = port,
})
- local ai_module = require("apisix.plugins.ai." .. conf.llm_provider)
- local create_request_text_segments = ai_module.create_request_text_segments
-
- local text_segments = create_request_text_segments(msgs)
local res, err = comprehend:detectToxicContent({
LanguageCode = "en",
- TextSegments = text_segments,
+ TextSegments = {{
+ Text = body
+ }},
})
if not res then
core.log.error("failed to send request to ", endpoint, ": ", err)
return HTTP_INTERNAL_SERVER_ERROR, err
end
-
+ core.log.warn("dibag: ", core.json.encode(res))
local results = res.body and res.body.ResultList
if type(results) ~= "table" or core.table.isempty(results) then
return HTTP_INTERNAL_SERVER_ERROR, "failed to get moderation results
from response"
diff --git a/apisix/plugins/ai/openai.lua b/apisix/plugins/ai/openai.lua
deleted file mode 100644
index 203debb7e..000000000
--- a/apisix/plugins/ai/openai.lua
+++ /dev/null
@@ -1,33 +0,0 @@
---
--- Licensed to the Apache Software Foundation (ASF) under one or more
--- contributor license agreements. See the NOTICE file distributed with
--- this work for additional information regarding copyright ownership.
--- The ASF licenses this file to You under the Apache License, Version 2.0
--- (the "License"); you may not use this file except in compliance with
--- the License. You may obtain a copy of the License at
---
--- http://www.apache.org/licenses/LICENSE-2.0
---
--- Unless required by applicable law or agreed to in writing, software
--- distributed under the License is distributed on an "AS IS" BASIS,
--- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
--- See the License for the specific language governing permissions and
--- limitations under the License.
---
-local core = require("apisix.core")
-local ipairs = ipairs
-
-local _M = {}
-
-
-function _M.create_request_text_segments(msgs)
- local text_segments = {}
- for _, msg in ipairs(msgs) do
- core.table.insert_tail(text_segments, {
- Text = msg.content
- })
- end
- return text_segments
-end
-
-return _M
diff --git a/conf/config.yaml.example b/conf/config.yaml.example
index 780340dcb..59aef457d 100644
--- a/conf/config.yaml.example
+++ b/conf/config.yaml.example
@@ -481,7 +481,7 @@ plugins: # plugin list (sorted by
priority)
- ai-prompt-template # priority: 1071
- ai-prompt-decorator # priority: 1070
- ai-rag # priority: 1060
- - ai-content-moderation # priority: 1040 TODO: compare priority
with other ai plugins
+ - ai-aws-content-moderation # priority: 1040 TODO: compare priority
with other ai plugins
- proxy-mirror # priority: 1010
- proxy-rewrite # priority: 1008
- workflow # priority: 1006
diff --git a/docs/en/latest/config.json b/docs/en/latest/config.json
index c8bf09ca7..55a770255 100644
--- a/docs/en/latest/config.json
+++ b/docs/en/latest/config.json
@@ -82,7 +82,7 @@
"plugins/ext-plugin-post-resp",
"plugins/inspect",
"plugins/ocsp-stapling",
- "plugins/ai-content-moderation"
+ "plugins/ai-aws-content-moderation"
]
},
{
diff --git a/docs/en/latest/plugins/ai-content-moderation.md
b/docs/en/latest/plugins/ai-aws-content-moderation.md
similarity index 69%
rename from docs/en/latest/plugins/ai-content-moderation.md
rename to docs/en/latest/plugins/ai-aws-content-moderation.md
index 781b203d9..96844820d 100644
--- a/docs/en/latest/plugins/ai-content-moderation.md
+++ b/docs/en/latest/plugins/ai-aws-content-moderation.md
@@ -1,11 +1,11 @@
---
-title: ai-content-moderation
+title: ai-aws-content-moderation
keywords:
- Apache APISIX
- API Gateway
- Plugin
- - ai-content-moderation
-description: This document contains information about the Apache APISIX
ai-content-moderation Plugin.
+ - ai-aws-content-moderation
+description: This document contains information about the Apache APISIX
ai-aws-content-moderation Plugin.
---
<!--
@@ -29,7 +29,7 @@ description: This document contains information about the
Apache APISIX ai-conte
## Description
-The `ai-content-moderation` plugin processes the request body to check for
toxicity and rejects the request if it exceeds the configured threshold.
+The `ai-aws-content-moderation` plugin processes the request body to check for
toxicity and rejects the request if it exceeds the configured threshold.
**_This plugin must be used in routes that proxy requests to LLMs only._**
@@ -37,15 +37,15 @@ The `ai-content-moderation` plugin processes the request
body to check for toxic
## Plugin Attributes
-| **Field** | **Required** | **Type** |
**Description**
|
-| ----------------------------------------- | ------------ | -------- |
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
|
-| provider.aws_comprehend.access_key_id | Yes | String | AWS
access key ID
|
-| provider.aws_comprehend.secret_access_key | Yes | String | AWS
secret access key
|
-| provider.aws_comprehend.region | Yes | String | AWS
region
|
-| provider.aws_comprehend.endpoint | No | String | AWS
Comprehend service endpoint. Must match the pattern `^https?://`
|
-| moderation_categories | No | Object |
Key-value pairs of moderation category and their score. In each pair, the key
should be one of the `PROFANITY`, `HATE_SPEECH`, `INSULT`,
`HARASSMENT_OR_ABUSE`, `SEXUAL`, or `VIOLENCE_OR_THREAT`; and the value should
be between 0 and 1 (inclusive). |
-| moderation_threshold | No | Number |
The degree to which content is harmful, offensive, or inappropriate. A higher
value indicates more toxic content allowed. Range: 0 - 1. Default: 0.5
|
-| llm_provider | Yes | String | Name
of the LLM provider that this route will proxy requests to.
|
+| **Field** | **Required** | **Type** | **Description**
|
+| ---------------------------- | ------------ | -------- |
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
|
+| comprehend.access_key_id | Yes | String | AWS access key ID
|
+| comprehend.secret_access_key | Yes | String | AWS secret access
key
|
+| comprehend.region | Yes | String | AWS region
|
+| comprehend.endpoint | No | String | AWS Comprehend
service endpoint. Must match the pattern `^https?://`
|
+| comprehend.ssl_verify | No | String | Enables SSL
certificate verification.
|
+| moderation_categories | No | Object | Key-value pairs of
moderation category and their score. In each pair, the key should be one of the
`PROFANITY`, `HATE_SPEECH`, `INSULT`, `HARASSMENT_OR_ABUSE`, `SEXUAL`, or
`VIOLENCE_OR_THREAT`; and the value should be between 0 and 1 (inclusive). |
+| moderation_threshold | No | Number | The degree to which
content is harmful, offensive, or inappropriate. A higher value indicates more
toxic content allowed. Range: 0 - 1. Default: 0.5
|
## Example usage
@@ -58,7 +58,7 @@ SECRET_ACCESS_KEY=aws-comprehend-secret-access-key-here
OPENAI_KEY=open-ai-key-here
```
-Create a route with the `ai-content-moderation` and `ai-proxy` plugin like so:
+Create a route with the `ai-aws-content-moderation` and `ai-proxy` plugin like
so:
```shell
curl "http://127.0.0.1:9180/apisix/admin/routes/1"; -X PUT \
@@ -66,18 +66,15 @@ curl "http://127.0.0.1:9180/apisix/admin/routes/1"; -X PUT \
-d '{
"uri": "/post",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "'"$ACCESS_KEY_ID"'",
- "secret_access_key": "'"$SECRET_ACCESS_KEY"'",
- "region": "us-east-1"
- }
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "'"$ACCESS_KEY_ID"'",
+ "secret_access_key": "'"$SECRET_ACCESS_KEY"'",
+ "region": "us-east-1"
},
"moderation_categories": {
"PROFANITY": 0.5
- },
- "llm_provider": "openai"
+ }
},
"ai-proxy": {
"auth": {
@@ -167,15 +164,12 @@ curl "http://127.0.0.1:9180/apisix/admin/routes/1"; -X PUT
\
-d '{
"uri": "/post",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "'"$ACCESS_KEY_ID"'",
- "secret_access_key": "'"$SECRET_ACCESS_KEY"'",
- "region": "us-east-1"
- }
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "'"$ACCESS_KEY_ID"'",
+ "secret_access_key": "'"$SECRET_ACCESS_KEY"'",
+ "region": "us-east-1"
},
- "llm_provider": "openai",
"moderation_categories": {
"PROFANITY": 0.5,
"HARASSMENT_OR_ABUSE": 0.7,
@@ -216,9 +210,9 @@ curl "http://127.0.0.1:9180/apisix/admin/routes/1"; -X PUT \
-d '{
"uri": "/post",
"plugins": {
- "ai-content-moderation": {
+ "ai-aws-content-moderation": {
"provider": {
- "aws_comprehend": {
+ "comprehend": {
"access_key_id": "'"$ACCESS_KEY_ID"'",
"secret_access_key": "'"$SECRET_ACCESS_KEY"'",
"region": "us-east-1"
diff --git a/t/admin/plugins.t b/t/admin/plugins.t
index 7cb852cbf..a0d8dc1b0 100644
--- a/t/admin/plugins.t
+++ b/t/admin/plugins.t
@@ -97,7 +97,7 @@ body-transformer
ai-prompt-template
ai-prompt-decorator
ai-rag
-ai-content-moderation
+ai-aws-content-moderation
proxy-mirror
proxy-rewrite
workflow
diff --git a/t/plugin/ai-content-moderation-secrets.t
b/t/plugin/ai-aws-content-moderation-secrets.t
similarity index 83%
rename from t/plugin/ai-content-moderation-secrets.t
rename to t/plugin/ai-aws-content-moderation-secrets.t
index 06d7941f7..6c531b243 100644
--- a/t/plugin/ai-content-moderation-secrets.t
+++ b/t/plugin/ai-aws-content-moderation-secrets.t
@@ -114,16 +114,13 @@ Success! Data written to: kv/apisix/foo
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id":
"$secret://vault/test1/foo/access_key_id",
- "secret_access_key":
"$secret://vault/test1/foo/secret_access_key",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
- },
- "llm_provider": "openai"
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id":
"$secret://vault/test1/foo/access_key_id",
+ "secret_access_key":
"$secret://vault/test1/foo/secret_access_key",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
+ }
}
},
"upstream": {
@@ -169,16 +166,13 @@ POST /echo
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "$env://ACCESS_KEY_ID",
- "secret_access_key":
"$env://SECRET_ACCESS_KEY",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
- },
- "llm_provider": "openai"
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "$env://ACCESS_KEY_ID",
+ "secret_access_key":
"$env://SECRET_ACCESS_KEY",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
+ }
}
},
"upstream": {
diff --git a/t/plugin/ai-content-moderation.t
b/t/plugin/ai-aws-content-moderation.t
similarity index 75%
rename from t/plugin/ai-content-moderation.t
rename to t/plugin/ai-aws-content-moderation.t
index 66393ef98..1fb3eed8f 100644
--- a/t/plugin/ai-content-moderation.t
+++ b/t/plugin/ai-aws-content-moderation.t
@@ -101,16 +101,13 @@ __DATA__
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "access",
- "secret_access_key": "ea+secret",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
- },
- "llm_provider": "openai"
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "access",
+ "secret_access_key": "ea+secret",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
+ }
}
},
"upstream": {
@@ -136,7 +133,7 @@ passed
=== TEST 2: toxic request should fail
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"toxic"}]}
+toxic
--- error_code: 400
--- response_body chomp
request body exceeds toxicity threshold
@@ -146,7 +143,7 @@ request body exceeds toxicity threshold
=== TEST 3: good request should pass
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"good_request"}]}
+good_request
--- error_code: 200
@@ -161,19 +158,16 @@ POST /echo
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "access",
- "secret_access_key": "ea+secret",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "access",
+ "secret_access_key": "ea+secret",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
},
"moderation_categories": {
"PROFANITY": 0.5
- },
- "llm_provider": "openai"
+ }
}
},
"upstream": {
@@ -199,7 +193,7 @@ passed
=== TEST 5: profane request should fail
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"profane"}]}
+profane
--- error_code: 400
--- response_body chomp
request body exceeds PROFANITY threshold
@@ -209,7 +203,7 @@ request body exceeds PROFANITY threshold
=== TEST 6: very profane request should also fail
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"very_profane"}]}
+very_profane
--- error_code: 400
--- response_body chomp
request body exceeds PROFANITY threshold
@@ -219,7 +213,7 @@ request body exceeds PROFANITY threshold
=== TEST 7: good_request should pass
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"good_request"}]}
+good_request
--- error_code: 200
@@ -234,19 +228,16 @@ POST /echo
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "access",
- "secret_access_key": "ea+secret",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "access",
+ "secret_access_key": "ea+secret",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
},
"moderation_categories": {
"PROFANITY": 0.7
- },
- "llm_provider": "openai"
+ }
}
},
"upstream": {
@@ -272,7 +263,7 @@ passed
=== TEST 9: profane request should pass profanity check but fail toxicity check
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"profane"}]}
+profane
--- error_code: 400
--- response_body chomp
request body exceeds toxicity threshold
@@ -282,7 +273,7 @@ request body exceeds toxicity threshold
=== TEST 10: profane_but_not_toxic request should pass
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"profane_but_not_toxic"}]}
+profane_but_not_toxic
--- error_code: 200
@@ -290,7 +281,7 @@ POST /echo
=== TEST 11: but very profane request will fail
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"very_profane"}]}
+very_profane
--- error_code: 400
--- response_body chomp
request body exceeds PROFANITY threshold
@@ -300,5 +291,5 @@ request body exceeds PROFANITY threshold
=== TEST 12: good_request should pass
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"good_request"}]}
+good_request
--- error_code: 200
diff --git a/t/plugin/ai-content-moderation2.t
b/t/plugin/ai-aws-content-moderation2.t
similarity index 81%
rename from t/plugin/ai-content-moderation2.t
rename to t/plugin/ai-aws-content-moderation2.t
index f509b1864..93897017d 100644
--- a/t/plugin/ai-content-moderation2.t
+++ b/t/plugin/ai-aws-content-moderation2.t
@@ -45,14 +45,12 @@ __DATA__
[[{
"uri": "/echo",
"plugins": {
- "ai-content-moderation": {
- "provider": {
- "aws_comprehend": {
- "access_key_id": "access",
- "secret_access_key": "ea+secret",
- "region": "us-east-1",
- "endpoint": "http://localhost:2668";
- }
+ "ai-aws-content-moderation": {
+ "comprehend": {
+ "access_key_id": "access",
+ "secret_access_key": "ea+secret",
+ "region": "us-east-1",
+ "endpoint": "http://localhost:2668";
},
"llm_provider": "openai"
}
@@ -80,7 +78,7 @@ passed
=== TEST 2: request should fail
--- request
POST /echo
-{"model":"gpt-4o-mini","messages":[{"role":"user","content":"toxic"}]}
+toxic
--- error_code: 500
--- response_body chomp
Comprehend:detectToxicContent() failed to connect to 'http://localhost:2668':
connection refused
