PG1204 commented on code in PR #5124:
URL: https://github.com/apache/texera/pull/5124#discussion_r3318437407


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amber/src/main/scala/org/apache/texera/web/resource/HuggingFaceModelResource.scala:
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@@ -0,0 +1,672 @@
+/*
+ * 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.
+ */
+
+package org.apache.texera.web.resource
+
+import com.fasterxml.jackson.core.`type`.TypeReference
+import com.fasterxml.jackson.databind.{JsonNode, ObjectMapper}
+import com.google.common.cache.{Cache, CacheBuilder}
+import kong.unirest.Unirest
+import org.slf4j.{Logger, LoggerFactory}
+
+import java.io.InputStream
+import java.net.URI
+import java.nio.file.{Files, Path => NioPath, Paths}
+import java.util.concurrent.{Callable, ForkJoinPool, TimeUnit}
+import java.util.stream.Collectors
+import javax.ws.rs._
+import javax.ws.rs.core.{MediaType, Response}
+import scala.jdk.CollectionConverters._
+
+/**
+  * REST resource that proxies the Hugging Face Hub API for the HuggingFace 
operator.
+  *
+  *   - GET  /api/huggingface/models?task=…[&search=…]   browse or search HF 
models
+  *   - GET  /api/huggingface/tasks                       list HF pipeline 
tags with hosted inference
+  *   - POST /api/huggingface/upload-audio?filename=…     stream-upload an 
audio file
+  *   - GET  /api/huggingface/audio-preview?path=…        stream back an 
uploaded audio file
+  *   - GET  /api/huggingface/media-proxy?url=…           proxy an allowlisted 
remote media URL
+  *
+  * Token sourcing: the user supplies their own HF token via the `X-HF-Token`
+  * request header (forwarded by the frontend from the operator's property
+  * panel). If the header is absent, requests go to HF Hub anonymously —
+  * HF serves public model/task lists at public rate limits without auth.
+  * The browse cache is bypassed whenever a user token is supplied, so one
+  * user's private-model visibility never leaks into another user's response.
+  */
+@Path("/huggingface")
+@Produces(Array(MediaType.APPLICATION_JSON))
+class HuggingFaceModelResource {
+
+  import HuggingFaceModelResource._
+
+  @GET
+  @Path("/models")
+  def listModels(
+      @QueryParam("task") @DefaultValue("text-generation") task: String,
+      @QueryParam("search") search: String,
+      @HeaderParam("X-HF-Token") userToken: String
+  ): Response = {
+    try {
+      val hfToken = sanitizeToken(userToken)
+      val isUserToken = hfToken.nonEmpty
+
+      // ── Search mode: forward query to HF Hub, return results directly ──
+      if (search != null && search.trim.nonEmpty) {
+        return fetchSearchResults(task, search.trim, hfToken)
+      }
+
+      // ── Browse mode: return ALL models for this task ──
+      // Only cache anonymous results, so a user with private-model visibility
+      // can't have their token-scoped list served to a different user.
+      if (!isUserToken) {
+        val cached = modelCache.getIfPresent(task)
+        if (cached != null) {
+          return Response.ok(cached).build()
+        }
+      }
+
+      val pageResult = fetchAllModelsForTask(task, hfToken)
+      val json = objectMapper.writeValueAsString(pageResult.models)
+      if (!isUserToken) modelCache.put(task, json)
+
+      val builder = Response.ok(json)
+      if (pageResult.truncated) builder.header(TRUNCATED_HEADER, "true")
+      builder.build()
+    } catch {
+      case e: Exception =>
+        logger.error(s"Failed to fetch HF models for task '$task'", e)
+        errorResponse(Response.Status.INTERNAL_SERVER_ERROR, "Failed to fetch 
models.")
+    }
+  }
+
+  /**
+    * Streams an audio file from the request body to a temp file under
+    * `${java.io.tmpdir}/texera-hf-audio`. Enforces an extension allowlist
+    * and a max payload size (rejected with 413 once exceeded). Old files
+    * in the temp dir are best-effort cleaned on each upload.
+    */
+  @POST
+  @Path("/upload-audio")
+  @Consumes(Array(MediaType.WILDCARD))
+  def uploadAudioReference(
+      @QueryParam("filename") filename: String,
+      stream: InputStream
+  ): Response = {
+    try {
+      if (stream == null) {
+        return errorResponse(Response.Status.BAD_REQUEST, "Audio payload is 
required.")
+      }
+
+      val safeFileName = Option(filename)
+        .map(_.trim)
+        .filter(_.nonEmpty)
+        .map(name => Paths.get(name).getFileName.toString)
+        .getOrElse("audio.bin")
+      val extension = {
+        val idx = safeFileName.lastIndexOf('.')
+        if (idx >= 0 && idx < safeFileName.length - 1)
+          safeFileName.substring(idx).toLowerCase
+        else ""
+      }
+      if (!ALLOWED_AUDIO_EXTENSIONS.contains(extension)) {
+        return errorResponse(
+          Response.Status.BAD_REQUEST,
+          "Unsupported audio file extension."
+        )
+      }
+
+      val tempDir = audioTempDir
+      Files.createDirectories(tempDir)
+      sweepOldAudioFiles(tempDir)
+
+      val tempFile: NioPath = Files.createTempFile(tempDir, "hf-audio-", 
extension)
+      tempFile.toFile.deleteOnExit()
+
+      val out = Files.newOutputStream(tempFile)
+      var totalBytes = 0L
+      try {
+        val buf = new Array[Byte](8 * 1024)
+        var read = stream.read(buf)
+        while (read != -1) {
+          totalBytes += read
+          if (totalBytes > MAX_AUDIO_BYTES) {
+            out.close()
+            Files.deleteIfExists(tempFile)
+            return errorResponse(
+              Response.Status.REQUEST_ENTITY_TOO_LARGE,
+              "Audio payload exceeds the size limit."
+            )
+          }
+          out.write(buf, 0, read)
+          read = stream.read(buf)
+        }
+      } finally {
+        out.close()
+      }
+
+      if (totalBytes == 0L) {
+        Files.deleteIfExists(tempFile)
+        return errorResponse(Response.Status.BAD_REQUEST, "Audio payload is 
empty.")
+      }
+
+      val json = objectMapper.writeValueAsString(
+        Map(
+          "path" -> tempFile.toAbsolutePath.toString,
+          "fileName" -> safeFileName
+        ).asJava
+      )
+      Response.ok(json).build()
+    } catch {
+      case e: Exception =>
+        logger.error("Failed to upload audio", e)
+        errorResponse(Response.Status.INTERNAL_SERVER_ERROR, "Failed to upload 
audio.")
+    }
+  }
+
+  @GET
+  @Path("/audio-preview")
+  def previewUploadedAudio(@QueryParam("path") path: String): Response = {
+    try {
+      val trimmedPath = Option(path).map(_.trim).getOrElse("")
+      if (trimmedPath.isEmpty) {
+        return errorResponse(Response.Status.BAD_REQUEST, "Audio path is 
required.")
+      }
+
+      val tempDir = audioTempDir.toAbsolutePath.normalize()
+      val requestedPath = Paths.get(trimmedPath).toAbsolutePath.normalize()
+      if (!requestedPath.startsWith(tempDir)) {
+        return errorResponse(
+          Response.Status.FORBIDDEN,
+          "Audio path is outside the allowed preview directory."
+        )
+      }
+      if (!Files.exists(requestedPath) || !Files.isRegularFile(requestedPath)) 
{
+        return errorResponse(Response.Status.NOT_FOUND, "Uploaded audio file 
was not found.")
+      }
+
+      val contentType = Option(Files.probeContentType(requestedPath))
+        .filter(_.trim.nonEmpty)
+        .getOrElse(inferAudioContentType(requestedPath))
+      Response.ok(Files.readAllBytes(requestedPath), contentType).build()
+    } catch {
+      case e: Exception =>
+        logger.error("Failed to read uploaded audio", e)
+        errorResponse(Response.Status.INTERNAL_SERVER_ERROR, "Failed to read 
uploaded audio.")
+    }
+  }
+
+  /**
+    * Proxies a remote media URL to bypass browser CORS for HF inference 
responses.
+    * Only http(s) URLs whose host is in ALLOWED_MEDIA_HOST_SUFFIXES are 
accepted,
+    * blocking SSRF probes against internal services.
+    */
+  @GET
+  @Path("/media-proxy")

Review Comment:
   Fixed in 309ac5428. /media-proxy now streams the upstream body via 
Unirest.asObject(Function<RawResponse, T>) with a 50 MiB cap (pre-check on 
Content-Length + mid-read counter for missing/lying Content-Length); 
/audio-preview adds a Files.size() defense-in-depth check before readAllBytes. 
Both return 413 on cap violation. Test added for the audio-preview path.



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