diff --git a/README.md b/README.md
index b430767db..007cb7109 100644
--- a/README.md
+++ b/README.md
@@ -58,6 +58,7 @@ Socktastic
 
 Here are some links to blog posts and articles on using Langchain Go:
 
+- [Using Gemini models in Go with LangChainGo](https://eli.thegreenplace.net/2024/using-gemini-models-in-go-with-langchaingo/) - Jan 2024
 - [Using Ollama with LangChainGo](https://eli.thegreenplace.net/2023/using-ollama-with-langchaingo/) - Nov 2023
 - [Creating a simple ChatGPT clone with Go](https://sausheong.com/creating-a-simple-chatgpt-clone-with-go-c40b4bec9267?sk=53a2bcf4ce3b0cfae1a4c26897c0deb0) - Aug 2023
 - [Creating a ChatGPT Clone that Runs on Your Laptop with Go](https://sausheong.com/creating-a-chatgpt-clone-that-runs-on-your-laptop-with-go-bf9d41f1cf88?sk=05dc67b60fdac6effb1aca84dd2d654e) - Aug 2023
diff --git a/examples/openai-completion-example-with-http-debugging/go.mod b/examples/openai-completion-example-with-http-debugging/go.mod
new file mode 100644
index 000000000..3208bcfee
--- /dev/null
+++ b/examples/openai-completion-example-with-http-debugging/go.mod
@@ -0,0 +1,13 @@
+module github.com/tmc/langchaingo/examples/openai-completion-example-with-http-debugging
+
+go 1.21
+
+toolchain go1.21.4
+
+require github.com/tmc/langchaingo v0.1.4-alpha.0
+
+require (
+	github.com/dlclark/regexp2 v1.8.1 // indirect
+	github.com/google/uuid v1.4.0 // indirect
+	github.com/pkoukk/tiktoken-go v0.1.2 // indirect
+)
diff --git a/examples/openai-completion-example-with-http-debugging/go.sum b/examples/openai-completion-example-with-http-debugging/go.sum
new file mode 100644
index 000000000..6a9f883f3
--- /dev/null
+++ b/examples/openai-completion-example-with-http-debugging/go.sum
@@ -0,0 +1,16 @@
+github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
+github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/dlclark/regexp2 v1.8.1 h1:6Lcdwya6GjPUNsBct8Lg/yRPwMhABj269AAzdGSiR+0=
+github.com/dlclark/regexp2 v1.8.1/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
+github.com/google/uuid v1.4.0 h1:MtMxsa51/r9yyhkyLsVeVt0B+BGQZzpQiTQ4eHZ8bc4=
+github.com/google/uuid v1.4.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
+github.com/pkoukk/tiktoken-go v0.1.2 h1:u7PCSBiWJ3nJYoTGShyM9iHXz4dNyYkurwwp+GHtyHY=
+github.com/pkoukk/tiktoken-go v0.1.2/go.mod h1:boMWvk9pQCOTx11pgu0DrIdrAKgQzzJKUP6vLXaz7Rw=
+github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
+github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk=
+github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
+github.com/tmc/langchaingo v0.1.4-alpha.0 h1:WVu2KgHr9wloHAiMbbeytiv2W76vpkA59uUwf0EUgrQ=
+github.com/tmc/langchaingo v0.1.4-alpha.0/go.mod h1:PKtJMXizDxJnT86q7lsVsyzTJqd0P2QKF7wt2jF6Lxk=
+gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
+gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
diff --git a/examples/openai-completion-example-with-http-debugging/openai_completion_example.go b/examples/openai-completion-example-with-http-debugging/openai_completion_example.go
new file mode 100644
index 000000000..cec62b305
--- /dev/null
+++ b/examples/openai-completion-example-with-http-debugging/openai_completion_example.go
@@ -0,0 +1,74 @@
+package main
+
+import (
+	"context"
+	"flag"
+	"fmt"
+	"log"
+	"net/http"
+	"net/http/httputil"
+
+	"github.com/tmc/langchaingo/llms"
+	"github.com/tmc/langchaingo/llms/openai"
+)
+
+var flagDebugHTTP = flag.Bool("debug-http", true, "enable debugging of HTTP requests and responses")
+
+func main() {
+	// Demonstrates how to use a custom HTTP client to log requests and responses.
+	flag.Parse()
+	var opts []openai.Option
+	if *flagDebugHTTP {
+		opts = append(opts, openai.WithHTTPClient(&http.Client{
+			Transport: &logTransport{
+				Transport: http.DefaultTransport, // Use http.DefaultTransport as the underlying transport
+			},
+		}))
+	}
+
+	llm, err := openai.New(opts...)
+	if err != nil {
+		log.Fatal(err)
+	}
+	ctx := context.Background()
+	completion, err := llms.GenerateFromSinglePrompt(ctx,
+		llm,
+		"The first man to walk on the moon",
+		llms.WithTemperature(0.0),
+	)
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	fmt.Println(completion)
+}
+
+// logTransport wraps around an existing http.RoundTripper, allowing us to
+// intercept and log the request and response.
+type logTransport struct {
+	Transport http.RoundTripper
+}
+
+// RoundTrip executes a single HTTP transaction and logs the request and response.
+func (c *logTransport) RoundTrip(req *http.Request) (*http.Response, error) {
+	// Log the request
+	requestDump, err := httputil.DumpRequestOut(req, true)
+	if err == nil {
+		log.Println("Request:\n" + string(requestDump))
+	} else {
+		log.Println("Error dumping request:", err)
+	}
+	// Use the underlying Transport to execute the request
+	resp, err := c.Transport.RoundTrip(req)
+	if err != nil {
+		return nil, err // Return early if there's an error
+	}
+	// Log the response
+	responseDump, err := httputil.DumpResponse(resp, true)
+	if err == nil {
+		log.Println("Response:\n" + string(responseDump))
+	} else {
+		log.Println("Error dumping response:", err)
+	}
+	return resp, err
+}
diff --git a/go.mod b/go.mod
index 6a09a527f..0b0562a4f 100644
--- a/go.mod
+++ b/go.mod
@@ -7,6 +7,9 @@ toolchain go1.21.4
 require (
 	github.com/google/uuid v1.4.0
 	github.com/stretchr/testify v1.8.4
+	github.com/testcontainers/testcontainers-go v0.27.0
+	github.com/testcontainers/testcontainers-go/modules/mysql v0.27.0
+	github.com/testcontainers/testcontainers-go/modules/postgres v0.27.0
 )
 
 require (
@@ -16,8 +19,12 @@ require (
 	cloud.google.com/go/compute/metadata v0.2.3 // indirect
 	cloud.google.com/go/iam v1.1.5 // indirect
 	cloud.google.com/go/longrunning v0.5.4 // indirect
+	dario.cat/mergo v1.0.0 // indirect
+	github.com/Azure/go-ansiterm v0.0.0-20230124172434-306776ec8161 // indirect
 	github.com/Masterminds/goutils v1.1.1 // indirect
 	github.com/Masterminds/semver/v3 v3.2.0 // indirect
+	github.com/Microsoft/go-winio v0.6.1 // indirect
+	github.com/Microsoft/hcsshim v0.11.4 // indirect
 	github.com/PuerkitoBio/purell v1.1.1 // indirect
 	github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect
 	github.com/andybalholm/cascadia v1.3.2 // indirect
@@ -26,13 +33,23 @@ require (
 	github.com/antchfx/xpath v1.2.4 // indirect
 	github.com/asaskevich/govalidator v0.0.0-20210307081110-f21760c49a8d // indirect
 	github.com/aymerick/douceur v0.2.0 // indirect
+	github.com/cenkalti/backoff/v4 v4.2.1 // indirect
 	github.com/cockroachdb/errors v1.9.1 // indirect
 	github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f // indirect
 	github.com/cockroachdb/redact v1.1.3 // indirect
+	github.com/containerd/containerd v1.7.11 // indirect
+	github.com/containerd/log v0.1.0 // indirect
+	github.com/cpuguy83/dockercfg v0.3.1 // indirect
 	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/distribution/reference v0.5.0 // indirect
 	github.com/dlclark/regexp2 v1.8.1 // indirect
+	github.com/docker/distribution v2.8.3+incompatible // indirect
+	github.com/docker/docker v24.0.7+incompatible // indirect
+	github.com/docker/go-connections v0.4.0 // indirect
+	github.com/docker/go-units v0.5.0 // indirect
 	github.com/dustin/go-humanize v1.0.1 // indirect
 	github.com/getsentry/sentry-go v0.12.0 // indirect
+	github.com/go-ole/go-ole v1.2.6 // indirect
 	github.com/go-openapi/analysis v0.21.2 // indirect
 	github.com/go-openapi/errors v0.20.3 // indirect
 	github.com/go-openapi/jsonpointer v0.19.5 // indirect
@@ -54,14 +71,17 @@ require (
 	github.com/grpc-ecosystem/go-grpc-middleware v1.3.0 // indirect
 	github.com/grpc-ecosystem/grpc-gateway/v2 v2.18.0 // indirect
 	github.com/huandu/xstrings v1.3.3 // indirect
-	github.com/imdario/mergo v0.3.11 // indirect
+	github.com/imdario/mergo v0.3.13 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect
 	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kennygrant/sanitize v1.2.4 // indirect
+	github.com/klauspost/compress v1.17.2 // indirect
 	github.com/kr/pretty v0.3.1 // indirect
 	github.com/kr/text v0.2.0 // indirect
+	github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect
+	github.com/magiconair/properties v1.8.7 // indirect
 	github.com/mailru/easyjson v0.7.7 // indirect
 	github.com/mattn/go-colorable v0.1.13 // indirect
 	github.com/mattn/go-isatty v0.0.19 // indirect
@@ -69,18 +89,28 @@ require (
 	github.com/mitchellh/copystructure v1.0.0 // indirect
 	github.com/mitchellh/mapstructure v1.5.0 // indirect
 	github.com/mitchellh/reflectwalk v1.0.0 // indirect
+	github.com/moby/patternmatcher v0.6.0 // indirect
+	github.com/moby/sys/sequential v0.5.0 // indirect
+	github.com/moby/term v0.5.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/morikuni/aec v1.0.0 // indirect
 	github.com/nlpodyssey/gopickle v0.2.0 // indirect
 	github.com/nlpodyssey/gotokenizers v0.2.0 // indirect
 	github.com/nlpodyssey/spago v1.1.0 // indirect
 	github.com/oklog/ulid v1.3.1 // indirect
+	github.com/opencontainers/go-digest v1.0.0 // indirect
+	github.com/opencontainers/image-spec v1.1.0-rc5 // indirect
+	github.com/opencontainers/runc v1.1.5 // indirect
 	github.com/pelletier/go-toml/v2 v2.0.9 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect
 	github.com/rogpeppe/go-internal v1.11.0 // indirect
 	github.com/rs/zerolog v1.31.0 // indirect
 	github.com/saintfish/chardet v0.0.0-20230101081208-5e3ef4b5456d // indirect
+	github.com/shirou/gopsutil/v3 v3.23.11 // indirect
+	github.com/shoenig/go-m1cpu v0.1.6 // indirect
 	github.com/shopspring/decimal v1.2.0 // indirect
 	github.com/sirupsen/logrus v1.9.3 // indirect
 	github.com/spf13/cast v1.3.1 // indirect
@@ -88,7 +118,10 @@ require (
 	github.com/tidwall/gjson v1.14.4 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.0 // indirect
+	github.com/tklauser/go-sysconf v0.3.12 // indirect
+	github.com/tklauser/numcpus v0.6.1 // indirect
 	github.com/yargevad/filepathx v1.0.0 // indirect
+	github.com/yusufpapurcu/wmi v1.2.3 // indirect
 	gitlab.com/golang-commonmark/html v0.0.0-20191124015941-a22733972181 // indirect
 	gitlab.com/golang-commonmark/linkify v0.0.0-20191026162114-a0c2df6c8f82 // indirect
 	gitlab.com/golang-commonmark/mdurl v0.0.0-20191124015652-932350d1cb84 // indirect
@@ -96,12 +129,14 @@ require (
 	go.mongodb.org/mongo-driver v1.11.3 // indirect
 	go.opencensus.io v0.24.0 // indirect
 	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/mod v0.13.0 // indirect
 	golang.org/x/net v0.19.0 // indirect
 	golang.org/x/oauth2 v0.15.0 // indirect
 	golang.org/x/sync v0.5.0 // indirect
 	golang.org/x/sys v0.15.0 // indirect
 	golang.org/x/text v0.14.0 // indirect
 	golang.org/x/time v0.5.0 // indirect
+	golang.org/x/tools v0.14.0 // indirect
 	google.golang.org/appengine v1.6.8 // indirect
 	google.golang.org/genproto v0.0.0-20231120223509-83a465c0220f // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20231211222908-989df2bf70f3 // indirect
@@ -114,7 +149,7 @@ require (
 	cloud.google.com/go/vertexai v0.6.0
 	github.com/Masterminds/sprig/v3 v3.2.3
 	github.com/PuerkitoBio/goquery v1.8.1
-	github.com/amikos-tech/chroma-go v0.0.0-20231228181736-e8f5e927093e
+	github.com/amikos-tech/chroma-go v0.0.0-20240109142503-c8fb49c3e28c
 	github.com/cohere-ai/tokenizer v1.1.2
 	github.com/go-openapi/strfmt v0.21.3
 	github.com/go-sql-driver/mysql v1.7.1
diff --git a/go.sum b/go.sum
index 86977badd..6b53e8e94 100644
--- a/go.sum
+++ b/go.sum
@@ -46,8 +46,14 @@ cloud.google.com/go/storage v1.8.0/go.mod h1:Wv1Oy7z6Yz3DshWRJFhqM/UCfaWIRTdp0RX
 cloud.google.com/go/storage v1.10.0/go.mod h1:FLPqc6j+Ki4BU591ie1oL6qBQGu2Bl/tZ9ullr3+Kg0=
 cloud.google.com/go/vertexai v0.6.0 h1:f/2hvwTI/MsVKz1IwMBJpPNTgRv9RZFIXF1tDEGyww8=
 cloud.google.com/go/vertexai v0.6.0/go.mod h1:aX7eXETSezwz1aSIXc0kljpOfJ420YJBNIXV72HHsqA=
+dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
+dario.cat/mergo v1.0.0/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
 dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
+github.com/AdaLogics/go-fuzz-headers v0.0.0-20230811130428-ced1acdcaa24 h1:bvDV9vkmnHYOMsOr4WLk+Vo07yKIzd94sVoIqshQ4bU=
+github.com/AdaLogics/go-fuzz-headers v0.0.0-20230811130428-ced1acdcaa24/go.mod h1:8o94RPi1/7XTJvwPpRSzSUedZrtlirdB3r9Z20bi2f8=
 github.com/AndreasBriese/bbloom v0.0.0-20190306092124-e2d15f34fcf9/go.mod h1:bOvUY6CB00SOBii9/FifXqc0awNKxLFCL/+pkDPuyl8=
+github.com/Azure/go-ansiterm v0.0.0-20230124172434-306776ec8161 h1:L/gRVlceqvL25UVaW/CKtUDjefjrs0SPonmDGUVOYP0=
+github.com/Azure/go-ansiterm v0.0.0-20230124172434-306776ec8161/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
 github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
 github.com/CloudyKit/fastprinter v0.0.0-20200109182630-33d98a066a53/go.mod h1:+3IMCy2vIlbG1XG/0ggNQv0SvxCAIpPM5b1nCz56Xno=
@@ -59,6 +65,10 @@ github.com/Masterminds/semver/v3 v3.2.0 h1:3MEsd0SM6jqZojhjLWWeBY+Kcjy9i6MQAeY7Y
 github.com/Masterminds/semver/v3 v3.2.0/go.mod h1:qvl/7zhW3nngYb5+80sSMF+FG2BjYrf8m9wsX0PNOMQ=
 github.com/Masterminds/sprig/v3 v3.2.3 h1:eL2fZNezLomi0uOLqjQoN6BfsDD+fyLtgbJMAj9n6YA=
 github.com/Masterminds/sprig/v3 v3.2.3/go.mod h1:rXcFaZ2zZbLRJv/xSysmlgIM1u11eBaRMhvYXJNkGuM=
+github.com/Microsoft/go-winio v0.6.1 h1:9/kr64B9VUZrLm5YYwbGtUJnMgqWVOdUAXu6Migciow=
+github.com/Microsoft/go-winio v0.6.1/go.mod h1:LRdKpFKfdobln8UmuiYcKPot9D2v6svN5+sAH+4kjUM=
+github.com/Microsoft/hcsshim v0.11.4 h1:68vKo2VN8DE9AdN4tnkWnmdhqdbpUFM8OF3Airm7fz8=
+github.com/Microsoft/hcsshim v0.11.4/go.mod h1:smjE4dvqPX9Zldna+t5FG3rnoHhaB7QYxPRqGcpAD9w=
 github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU=
 github.com/PuerkitoBio/goquery v1.8.1 h1:uQxhNlArOIdbrH1tr0UXwdVFgDcZDrZVdcpygAcwmWM=
 github.com/PuerkitoBio/goquery v1.8.1/go.mod h1:Q8ICL1kNUJ2sXGoAhPGUdYDJvgQgHzJsnnd3H7Ho5jQ=
@@ -69,8 +79,8 @@ github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578/go.mod h1:uGdko
 github.com/Shopify/goreferrer v0.0.0-20181106222321-ec9c9a553398/go.mod h1:a1uqRtAwp2Xwc6WNPJEufxJ7fx3npB4UV/JOLmbu5I0=
 github.com/airbrake/gobrake v3.6.1+incompatible/go.mod h1:wM4gu3Cn0W0K7GUuVWnlXZU11AGBXMILnrdOU8Kn00o=
 github.com/ajg/form v1.5.1/go.mod h1:uL1WgH+h2mgNtvBq0339dVnzXdBETtL2LeUXaIv25UY=
-github.com/amikos-tech/chroma-go v0.0.0-20231228181736-e8f5e927093e h1:68YtjXFDWgquXICyGFa0gZ+nqZbs4OURutAyUjH1mYs=
-github.com/amikos-tech/chroma-go v0.0.0-20231228181736-e8f5e927093e/go.mod h1:uJwgGN4rBUTMI88Rn68Xia+cTRogOo0/elcPvJYFtBU=
+github.com/amikos-tech/chroma-go v0.0.0-20240109142503-c8fb49c3e28c h1:DzSXJSUVK5ed+HhAnGA1TKgBdXqAW/iXPRvpd9rXWLc=
+github.com/amikos-tech/chroma-go v0.0.0-20240109142503-c8fb49c3e28c/go.mod h1:uJwgGN4rBUTMI88Rn68Xia+cTRogOo0/elcPvJYFtBU=
 github.com/andybalholm/cascadia v1.3.1/go.mod h1:R4bJ1UQfqADjvDa4P6HZHLh/3OxWWEqc0Sk8XGwHqvA=
 github.com/andybalholm/cascadia v1.3.2 h1:3Xi6Dw5lHF15JtdcmAHD3i1+T8plmv7BQ/nsViSLyss=
 github.com/andybalholm/cascadia v1.3.2/go.mod h1:7gtRlve5FxPPgIgX36uWBX58OdBsSS6lUvCFb+h7KvU=
@@ -94,13 +104,17 @@ github.com/bitly/go-simplejson v0.5.0/go.mod h1:cXHtHw4XUPsvGaxgjIAn8PhEWG9NfngE
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@@ -119,20 +133,43 @@ github.com/cockroachdb/redact v1.1.3/go.mod h1:BVNblN9mBWFyMyqK1k3AAiSxhvhfK2oOZ
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@@ -148,6 +185,7 @@ github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7
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@@ -168,6 +206,8 @@ github.com/go-gl/glfw/v3.3/glfw v0.0.0-20200222043503-6f7a984d4dc4/go.mod h1:tQ2
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@@ -234,6 +274,7 @@ github.com/gobwas/ws v1.0.2/go.mod h1:szmBTxLgaFppYjEmNtny/v3w89xOydFnnZMcgRRu/E
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@@ -291,8 +332,10 @@ github.com/google/go-cmp v0.5.0/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/
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@@ -340,8 +383,9 @@ github.com/huandu/xstrings v1.3.3 h1:/Gcsuc1x8JVbJ9/rlye4xZnVAbEkGauT8lbebqcQws4
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@@ -625,6 +721,8 @@ github.com/yuin/goldmark v1.1.32/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9de
 github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/yuin/goldmark v1.3.5/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k=
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
+github.com/yusufpapurcu/wmi v1.2.3 h1:E1ctvB7uKFMOJw3fdOW32DwGE9I7t++CRUEMKvFoFiw=
+github.com/yusufpapurcu/wmi v1.2.3/go.mod h1:SBZ9tNy3G9/m5Oi98Zks0QjeHVDvuK0qfxQmPyzfmi0=
 gitlab.com/golang-commonmark/html v0.0.0-20191124015941-a22733972181 h1:K+bMSIx9A7mLES1rtG+qKduLIXq40DAzYHtb0XuCukA=
 gitlab.com/golang-commonmark/html v0.0.0-20191124015941-a22733972181/go.mod h1:dzYhVIwWCtzPAa4QP98wfB9+mzt33MSmM8wsKiMi2ow=
 gitlab.com/golang-commonmark/linkify v0.0.0-20191026162114-a0c2df6c8f82 h1:oYrL81N608MLZhma3ruL8qTM4xcpYECGut8KSxRY59g=
@@ -742,6 +840,7 @@ golang.org/x/net v0.0.0-20200707034311-ab3426394381/go.mod h1:/O7V0waA8r7cgGh81R
 golang.org/x/net v0.0.0-20200822124328-c89045814202/go.mod h1:/O7V0waA8r7cgGh81Ro3o1hOxt32SMVPicZroKQ2sZA=
 golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU=
 golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU=
+golang.org/x/net v0.0.0-20201224014010-6772e930b67b/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20210405180319-a5a99cb37ef4/go.mod h1:p54w0d4576C0XHj96bSt6lcn1PtDYWL6XObtHCRCNQM=
 golang.org/x/net v0.0.0-20210421230115-4e50805a0758/go.mod h1:72T/g9IO56b78aLF+1Kcs5dz7/ng1VjMUvfKvpfy+jM=
@@ -795,11 +894,15 @@ golang.org/x/sys v0.0.0-20190502145724-3ef323f4f1fd/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20190507160741-ecd444e8653b/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190531175056-4c3a928424d2/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190606165138-5da285871e9c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20190606203320-7fc4e5ec1444/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190624142023-c5567b49c5d0/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190626221950-04f50cda93cb/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190726091711-fc99dfbffb4e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190813064441-fde4db37ae7a/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20190916202348-b4ddaad3f8a3/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191001151750-bb3f8db39f24/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20191026070338-33540a1f6037/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20191115151921-52ab43148777/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191204072324-ce4227a45e2e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191228213918-04cbcbbfeed8/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20200113162924-86b910548bc1/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -818,15 +921,21 @@ golang.org/x/sys v0.0.0-20200523222454-059865788121/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20200803210538-64077c9b5642/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20201204225414-ed752295db88/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20210124154548-22da62e12c0c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210330210617-4fbd30eecc44/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210403161142-5e06dd20ab57/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210420072515-93ed5bcd2bfe/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210423082822-04245dca01da/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210510120138-977fb7262007/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20210616094352-59db8d763f22/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20210630005230-0f9fa26af87c/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20210906170528-6f6e22806c34/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20210927094055-39ccf1dd6fa6/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20211007075335-d3039528d8ac/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20211025201205-69cdffdb9359/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20211116061358-0a5406a5449c/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220209214540-3681064d5158/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
@@ -837,6 +946,8 @@ golang.org/x/sys v0.4.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc=
 golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
@@ -1058,8 +1169,11 @@ gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C
 gopkg.in/yaml.v3 v3.0.0-20200605160147-a5ece683394c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.0-20200615113413-eeeca48fe776/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+gopkg.in/yaml.v3 v3.0.0/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+gotest.tools/v3 v3.5.0 h1:Ljk6PdHdOhAb5aDMWXjDLMMhph+BpztA4v1QdqEW2eY=
+gotest.tools/v3 v3.5.0/go.mod h1:isy3WKz7GK6uNw/sbHzfKBLvlvXwUyV06n6brMxxopU=
 honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190418001031-e561f6794a2a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
diff --git a/llms/anthropic/internal/anthropicclient/anthropicclient.go b/llms/anthropic/internal/anthropicclient/anthropicclient.go
index 05d8c3c30..74b74f805 100644
--- a/llms/anthropic/internal/anthropicclient/anthropicclient.go
+++ b/llms/anthropic/internal/anthropicclient/anthropicclient.go
@@ -61,7 +61,7 @@ func New(token string, model string, opts ...Option) (*Client, error) {
 type CompletionRequest struct {
 	Model       string   `json:"model"`
 	Prompt      string   `json:"prompt"`
-	Temperature float64  `json:"temperature,omitempty"`
+	Temperature float64  `json:"temperature"`
 	MaxTokens   int      `json:"max_tokens_to_sample,omitempty"`
 	StopWords   []string `json:"stop_sequences,omitempty"`
 	TopP        float64  `json:"top_p,omitempty"`
diff --git a/llms/anthropic/internal/anthropicclient/completions.go b/llms/anthropic/internal/anthropicclient/completions.go
index eddec3b20..b0aaa7398 100644
--- a/llms/anthropic/internal/anthropicclient/completions.go
+++ b/llms/anthropic/internal/anthropicclient/completions.go
@@ -19,7 +19,7 @@ const (
 type completionPayload struct {
 	Model       string   `json:"model"`
 	Prompt      string   `json:"prompt"`
-	Temperature float64  `json:"temperature,omitempty"`
+	Temperature float64  `json:"temperature"`
 	MaxTokens   int      `json:"max_tokens_to_sample,omitempty"`
 	TopP        float64  `json:"top_p,omitempty"`
 	StopWords   []string `json:"stop_sequences,omitempty"`
diff --git a/llms/ernie/internal/ernieclient/chat.go b/llms/ernie/internal/ernieclient/chat.go
index 857b9c687..9519dcb33 100644
--- a/llms/ernie/internal/ernieclient/chat.go
+++ b/llms/ernie/internal/ernieclient/chat.go
@@ -23,7 +23,7 @@ const (
 type ChatRequest struct {
 	Model            string         `json:"model,omitempty"`
 	Messages         []*ChatMessage `json:"messages"`
-	Temperature      float64        `json:"temperature,omitempty"`
+	Temperature      float64        `json:"temperature"`
 	TopP             float64        `json:"top_p,omitempty"`
 	MaxTokens        int            `json:"max_tokens,omitempty"`
 	N                int            `json:"n,omitempty"`
diff --git a/llms/ernie/internal/ernieclient/ernieclient.go b/llms/ernie/internal/ernieclient/ernieclient.go
index 5a7e4c405..5a563460b 100644
--- a/llms/ernie/internal/ernieclient/ernieclient.go
+++ b/llms/ernie/internal/ernieclient/ernieclient.go
@@ -57,7 +57,7 @@ type Message struct {
 // CompletionRequest is a request to create a completion.
 type CompletionRequest struct {
 	Messages      []Message                                     `json:"messages"`
-	Temperature   float64                                       `json:"temperature,omitempty"`
+	Temperature   float64                                       `json:"temperature"`
 	TopP          float64                                       `json:"top_p,omitempty"`
 	PenaltyScore  float64                                       `json:"penalty_score,omitempty"`
 	Stream        bool                                          `json:"stream,omitempty"`
diff --git a/llms/googleai/internal/palmclient/palmclient.go b/llms/googleai/internal/palmclient/palmclient.go
index 9069010b2..e3ded7987 100644
--- a/llms/googleai/internal/palmclient/palmclient.go
+++ b/llms/googleai/internal/palmclient/palmclient.go
@@ -77,7 +77,7 @@ var ErrEmptyResponse = errors.New("empty response")
 type CompletionRequest struct {
 	Prompts       []string `json:"prompts"`
 	MaxTokens     int      `json:"max_tokens"`
-	Temperature   float64  `json:"temperature,omitempty"`
+	Temperature   float64  `json:"temperature"`
 	TopP          int      `json:"top_p,omitempty"`
 	TopK          int      `json:"top_k,omitempty"`
 	StopSequences []string `json:"stop_sequences"`
@@ -160,7 +160,7 @@ func (c *PaLMClient) CreateEmbedding(ctx context.Context, r *EmbeddingRequest) (
 type ChatRequest struct {
 	Context        string         `json:"context"`
 	Messages       []*ChatMessage `json:"messages"`
-	Temperature    float64        `json:"temperature,omitempty"`
+	Temperature    float64        `json:"temperature"`
 	TopP           int            `json:"top_p,omitempty"`
 	TopK           int            `json:"top_k,omitempty"`
 	CandidateCount int            `json:"candidate_count,omitempty"`
diff --git a/llms/huggingface/internal/huggingfaceclient/huggingfaceclient.go b/llms/huggingface/internal/huggingfaceclient/huggingfaceclient.go
index b25ec630e..d74c36b3b 100644
--- a/llms/huggingface/internal/huggingfaceclient/huggingfaceclient.go
+++ b/llms/huggingface/internal/huggingfaceclient/huggingfaceclient.go
@@ -32,7 +32,7 @@ type InferenceRequest struct {
 	Model             string        `json:"repositoryId"`
 	Prompt            string        `json:"prompt"`
 	Task              InferenceTask `json:"task"`
-	Temperature       float64       `json:"temperature,omitempty"`
+	Temperature       float64       `json:"temperature"`
 	TopP              float64       `json:"top_p,omitempty"`
 	TopK              int           `json:"top_k,omitempty"`
 	MinLength         int           `json:"min_length,omitempty"`
diff --git a/llms/huggingface/internal/huggingfaceclient/inference.go b/llms/huggingface/internal/huggingfaceclient/inference.go
index 6c00ec475..d42ab15c9 100644
--- a/llms/huggingface/internal/huggingfaceclient/inference.go
+++ b/llms/huggingface/internal/huggingfaceclient/inference.go
@@ -27,7 +27,7 @@ type inferencePayload struct {
 }
 
 type parameters struct {
-	Temperature       float64 `json:"temperature,omitempty"`
+	Temperature       float64 `json:"temperature"`
 	TopP              float64 `json:"top_p,omitempty"`
 	TopK              int     `json:"top_k,omitempty"`
 	MinLength         int     `json:"min_length,omitempty"`
diff --git a/llms/ollama/internal/ollamaclient/types.go b/llms/ollama/internal/ollamaclient/types.go
index 49516147c..fe6596270 100644
--- a/llms/ollama/internal/ollamaclient/types.go
+++ b/llms/ollama/internal/ollamaclient/types.go
@@ -154,7 +154,7 @@ type Options struct {
 	NumKeep          int     `json:"num_keep,omitempty"`
 	Mirostat         int     `json:"mirostat,omitempty"`
 	NumPredict       int     `json:"num_predict,omitempty"`
-	Temperature      float32 `json:"temperature,omitempty"`
+	Temperature      float32 `json:"temperature"`
 	TypicalP         float32 `json:"typical_p,omitempty"`
 	RepeatPenalty    float32 `json:"repeat_penalty,omitempty"`
 	PresencePenalty  float32 `json:"presence_penalty,omitempty"`
diff --git a/llms/openai/internal/openaiclient/chat.go b/llms/openai/internal/openaiclient/chat.go
index 755f21200..6ab38f905 100644
--- a/llms/openai/internal/openaiclient/chat.go
+++ b/llms/openai/internal/openaiclient/chat.go
@@ -24,7 +24,7 @@ var ErrContentExclusive = errors.New("only one of Content / MultiContent allowed
 type ChatRequest struct {
 	Model            string         `json:"model"`
 	Messages         []*ChatMessage `json:"messages"`
-	Temperature      float64        `json:"temperature,omitempty"`
+	Temperature      float64        `json:"temperature"`
 	TopP             float64        `json:"top_p,omitempty"`
 	MaxTokens        int            `json:"max_tokens,omitempty"`
 	N                int            `json:"n,omitempty"`
diff --git a/llms/openai/internal/openaiclient/completions.go b/llms/openai/internal/openaiclient/completions.go
index ac6fc0748..7bf440f7d 100644
--- a/llms/openai/internal/openaiclient/completions.go
+++ b/llms/openai/internal/openaiclient/completions.go
@@ -8,7 +8,7 @@ import (
 type CompletionRequest struct {
 	Model            string   `json:"model"`
 	Prompt           string   `json:"prompt"`
-	Temperature      float64  `json:"temperature,omitempty"`
+	Temperature      float64  `json:"temperature"`
 	MaxTokens        int      `json:"max_tokens,omitempty"`
 	N                int      `json:"n,omitempty"`
 	FrequencyPenalty float64  `json:"frequency_penalty,omitempty"`
diff --git a/tools/sqldatabase/mysql/mysql_test.go b/tools/sqldatabase/mysql/mysql_test.go
index bd3750867..c71334b3b 100644
--- a/tools/sqldatabase/mysql/mysql_test.go
+++ b/tools/sqldatabase/mysql/mysql_test.go
@@ -6,9 +6,13 @@ import (
 	"errors"
 	"fmt"
 	"os"
+	"path/filepath"
+	"strings"
 	"testing"
 
 	"github.com/stretchr/testify/require"
+	"github.com/testcontainers/testcontainers-go"
+	"github.com/testcontainers/testcontainers-go/modules/mysql"
 	"github.com/tmc/langchaingo/tools/sqldatabase"
 	_ "github.com/tmc/langchaingo/tools/sqldatabase/mysql"
 )
@@ -19,8 +23,27 @@ func Test(t *testing.T) {
 	// export LANGCHAINGO_TEST_MYSQL=user:p@ssw0rd@tcp(localhost:3306)/test
 	mysqlURI := os.Getenv("LANGCHAINGO_TEST_MYSQL")
 	if mysqlURI == "" {
-		t.Skip("LANGCHAINGO_TEST_MYSQL not set")
+		mysqlContainer, err := mysql.RunContainer(
+			context.Background(),
+			testcontainers.WithImage("mysql:8"),
+			mysql.WithDatabase("test"),
+			mysql.WithUsername("user"),
+			mysql.WithPassword("p@ssw0rd"),
+			mysql.WithScripts(filepath.Join("..", "testdata", "db.sql")),
+		)
+		// if error is no docker socket available, skip the test
+		if err != nil && strings.Contains(err.Error(), "Cannot connect to the Docker daemon") {
+			t.Skip("Docker not available")
+		}
+		require.NoError(t, err)
+		defer func() {
+			require.NoError(t, mysqlContainer.Terminate(context.Background()))
+		}()
+
+		mysqlURI, err = mysqlContainer.ConnectionString(context.Background())
+		require.NoError(t, err)
 	}
+
 	db, err := sqldatabase.NewSQLDatabaseWithDSN("mysql", mysqlURI, nil)
 	require.NoError(t, err)
 
diff --git a/tools/sqldatabase/postgresql/postgresql_test.go b/tools/sqldatabase/postgresql/postgresql_test.go
index 4a52eb29a..a99c8a685 100644
--- a/tools/sqldatabase/postgresql/postgresql_test.go
+++ b/tools/sqldatabase/postgresql/postgresql_test.go
@@ -6,9 +6,15 @@ import (
 	"errors"
 	"fmt"
 	"os"
+	"path/filepath"
+	"strings"
 	"testing"
+	"time"
 
 	"github.com/stretchr/testify/require"
+	"github.com/testcontainers/testcontainers-go"
+	"github.com/testcontainers/testcontainers-go/modules/postgres"
+	"github.com/testcontainers/testcontainers-go/wait"
 	"github.com/tmc/langchaingo/tools/sqldatabase"
 )
 
@@ -16,11 +22,33 @@ func Test(t *testing.T) {
 	t.Parallel()
 
 	// export LANGCHAINGO_TEST_POSTGRESQL=postgres://db_user:mysecretpassword@localhost:5438/test?sslmode=disable
-	mysqlURI := os.Getenv("LANGCHAINGO_TEST_POSTGRESQL")
-	if mysqlURI == "" {
-		t.Skip("LANGCHAINGO_TEST_POSTGRESQL not set")
+	pgURI := os.Getenv("LANGCHAINGO_TEST_POSTGRESQL")
+	if pgURI == "" {
+		pgContainer, err := postgres.RunContainer(
+			context.Background(),
+			testcontainers.WithImage("postgres:13"),
+			postgres.WithDatabase("test"),
+			postgres.WithUsername("db_user"),
+			postgres.WithPassword("p@mysecretpassword"),
+			postgres.WithInitScripts(filepath.Join("..", "testdata", "db.sql")),
+			testcontainers.WithWaitStrategy(
+				wait.ForLog("database system is ready to accept connections").
+					WithOccurrence(2).
+					WithStartupTimeout(5*time.Second)),
+		)
+		if err != nil && strings.Contains(err.Error(), "Cannot connect to the Docker daemon") {
+			t.Skip("Docker not available")
+		}
+		require.NoError(t, err)
+		defer func() {
+			require.NoError(t, pgContainer.Terminate(context.Background()))
+		}()
+
+		pgURI, err = pgContainer.ConnectionString(context.Background(), "sslmode=disable")
+		require.NoError(t, err)
 	}
-	db, err := sqldatabase.NewSQLDatabaseWithDSN("pgx", mysqlURI, nil)
+
+	db, err := sqldatabase.NewSQLDatabaseWithDSN("pgx", pgURI, nil)
 	require.NoError(t, err)
 
 	tbs := db.TableNames()
diff --git a/tools/sqldatabase/testdata/db.sql b/tools/sqldatabase/testdata/db.sql
new file mode 100644
index 000000000..1d381c27b
--- /dev/null
+++ b/tools/sqldatabase/testdata/db.sql
@@ -0,0 +1,11 @@
+CREATE TABLE Activity (
+    Id int, StringId text, Note text, TimeType text, DayOfWeek text, Year text, Month text, Day text, Hour text, Minute text, Second text, Duration int
+);
+
+CREATE TABLE Activity1 (
+    Id int, StringId text, Note text, TimeType text, DayOfWeek text, Year text, Month text, Day text, Hour text, Minute text, Second text, Duration int
+);
+
+CREATE TABLE Activity2 (
+    Id int, StringId text, Note text, TimeType text, DayOfWeek text, Year text, Month text, Day text, Hour text, Minute text, Second text, Duration int
+);
\ No newline at end of file
diff --git a/vectorstores/chroma/chroma.go b/vectorstores/chroma/chroma.go
index 2aa7bee7a..3fdb7926a 100644
--- a/vectorstores/chroma/chroma.go
+++ b/vectorstores/chroma/chroma.go
@@ -59,7 +59,7 @@ func New(opts ...Option) (Store, error) {
 	chromaClient := &chromago.Client{
 		ApiClient: chromaopenapi.NewAPIClient(configuration),
 	}
-	if _, errHb := chromaClient.Heartbeat(); errHb != nil {
+	if _, errHb := chromaClient.Heartbeat(context.Background()); errHb != nil {
 		return s, errHb
 	}
 	s.client = chromaClient
@@ -73,7 +73,7 @@ func New(opts ...Option) (Store, error) {
 		embeddingFunction = openai.NewOpenAIEmbeddingFunction(s.openaiAPIKey)
 	}
 
-	col, errCc := s.client.CreateCollection(s.nameSpace, map[string]any{}, true,
+	col, errCc := s.client.CreateCollection(context.Background(), s.nameSpace, map[string]any{}, true,
 		embeddingFunction, s.distanceFunction)
 	if errCc != nil {
 		return s, fmt.Errorf("%w: %w", ErrNewClient, errCc)
@@ -85,7 +85,7 @@ func New(opts ...Option) (Store, error) {
 
 // AddDocuments adds the text and metadata from the documents to the Chroma collection associated with 'Store'.
 // and returns the ids of the added documents.
-func (s Store) AddDocuments(_ context.Context,
+func (s Store) AddDocuments(ctx context.Context,
 	docs []schema.Document,
 	options ...vectorstores.Option,
 ) ([]string, error) {
@@ -114,13 +114,13 @@ func (s Store) AddDocuments(_ context.Context,
 	}
 
 	col := s.collection
-	if _, addErr := col.Add(nil, metadatas, texts, ids); addErr != nil {
+	if _, addErr := col.Add(ctx, nil, metadatas, texts, ids); addErr != nil {
 		return nil, fmt.Errorf("%w: %w", ErrAddDocument, addErr)
 	}
 	return ids, nil
 }
 
-func (s Store) SimilaritySearch(_ context.Context, query string, numDocuments int,
+func (s Store) SimilaritySearch(ctx context.Context, query string, numDocuments int,
 	options ...vectorstores.Option,
 ) ([]schema.Document, error) {
 	opts := s.getOptions(options...)
@@ -136,7 +136,7 @@ func (s Store) SimilaritySearch(_ context.Context, query string, numDocuments in
 	}
 
 	filter := s.getNamespacedFilter(opts)
-	qr, queryErr := s.collection.Query([]string{query}, int32(numDocuments), filter, nil, s.includes)
+	qr, queryErr := s.collection.Query(ctx, []string{query}, int32(numDocuments), filter, nil, s.includes)
 	if queryErr != nil {
 		return nil, queryErr
 	}
@@ -165,7 +165,7 @@ func (s Store) RemoveCollection() error {
 	if s.client == nil || s.collection == nil {
 		return fmt.Errorf("%w: no collection", ErrRemoveCollection)
 	}
-	_, errDc := s.client.DeleteCollection(s.collection.Name)
+	_, errDc := s.client.DeleteCollection(context.Background(), s.collection.Name)
 	if errDc != nil {
 		return fmt.Errorf("%w(%s): %w", ErrRemoveCollection, s.collection.Name, errDc)
 	}