diff --git a/test/torchaudio_unittest/io/stream_reader_test.py b/test/torchaudio_unittest/io/stream_reader_test.py
index 148911def4a..f14c003c56d 100644
--- a/test/torchaudio_unittest/io/stream_reader_test.py
+++ b/test/torchaudio_unittest/io/stream_reader_test.py
@@ -165,7 +165,7 @@ def test_basic_audio_stream(self):
 
         sinfo = s.get_out_stream_info(0)
         assert sinfo.source_index == s.default_audio_stream
-        assert sinfo.filter_description == ""
+        assert sinfo.filter_description == "anull"
 
         sinfo = s.get_out_stream_info(1)
         assert sinfo.source_index == s.default_audio_stream
@@ -185,7 +185,7 @@ def test_basic_video_stream(self):
 
         sinfo = s.get_out_stream_info(0)
         assert sinfo.source_index == s.default_video_stream
-        assert sinfo.filter_description == ""
+        assert sinfo.filter_description == "null"
 
         sinfo = s.get_out_stream_info(1)
         assert sinfo.source_index == s.default_video_stream
diff --git a/torchaudio/csrc/CMakeLists.txt b/torchaudio/csrc/CMakeLists.txt
index 615820665af..0b2a0ad33c6 100644
--- a/torchaudio/csrc/CMakeLists.txt
+++ b/torchaudio/csrc/CMakeLists.txt
@@ -181,6 +181,7 @@ if(USE_FFMPEG)
     ffmpeg/sink.cpp
     ffmpeg/stream_processor.cpp
     ffmpeg/streamer.cpp
+    ffmpeg/stream_reader_wrapper.cpp
     )
   message(STATUS "FFMPEG_ROOT=$ENV{FFMPEG_ROOT}")
   find_package(FFMPEG 4.1 REQUIRED COMPONENTS avdevice avfilter avformat avcodec avutil)
diff --git a/torchaudio/csrc/ffmpeg/decoder.cpp b/torchaudio/csrc/ffmpeg/decoder.cpp
index dcc6c89bca5..34e79492c91 100644
--- a/torchaudio/csrc/ffmpeg/decoder.cpp
+++ b/torchaudio/csrc/ffmpeg/decoder.cpp
@@ -8,8 +8,8 @@ namespace ffmpeg {
 ////////////////////////////////////////////////////////////////////////////////
 Decoder::Decoder(
     AVCodecParameters* pParam,
-    const std::string& decoder_name,
-    const std::map<std::string, std::string>& decoder_option,
+    const c10::optional<std::string>& decoder_name,
+    const c10::optional<OptionDict>& decoder_option,
     const torch::Device& device)
     : pCodecContext(get_decode_context(pParam->codec_id, decoder_name)) {
   init_codec_context(
diff --git a/torchaudio/csrc/ffmpeg/decoder.h b/torchaudio/csrc/ffmpeg/decoder.h
index b292277c190..820060fa303 100644
--- a/torchaudio/csrc/ffmpeg/decoder.h
+++ b/torchaudio/csrc/ffmpeg/decoder.h
@@ -13,8 +13,8 @@ class Decoder {
   // Default constructable
   Decoder(
       AVCodecParameters* pParam,
-      const std::string& decoder_name,
-      const std::map<std::string, std::string>& decoder_option,
+      const c10::optional<std::string>& decoder_name,
+      const c10::optional<OptionDict>& decoder_option,
       const torch::Device& device);
   // Custom destructor to clean up the resources
   ~Decoder() = default;
diff --git a/torchaudio/csrc/ffmpeg/ffmpeg.cpp b/torchaudio/csrc/ffmpeg/ffmpeg.cpp
index 1118ebcfd0d..f2a98112c89 100644
--- a/torchaudio/csrc/ffmpeg/ffmpeg.cpp
+++ b/torchaudio/csrc/ffmpeg/ffmpeg.cpp
@@ -17,11 +17,12 @@ void AVFormatContextDeleter::operator()(AVFormatContext* p) {
 
 namespace {
 
-AVDictionary* get_option_dict(
-    const std::map<std::string, std::string>& option) {
+AVDictionary* get_option_dict(const c10::optional<OptionDict>& option) {
   AVDictionary* opt = nullptr;
-  for (auto& it : option) {
-    av_dict_set(&opt, it.first.c_str(), it.second.c_str(), 0);
+  if (option) {
+    for (auto& it : option.value()) {
+      av_dict_set(&opt, it.key().c_str(), it.value().c_str(), 0);
+    }
   }
   return opt;
 }
@@ -66,12 +67,25 @@ std::string join(std::vector<std::string> vars) {
 
 AVFormatContextPtr get_input_format_context(
     const std::string& src,
-    const std::string& device,
-    const std::map<std::string, std::string>& option) {
+    const c10::optional<std::string>& device,
+    const c10::optional<OptionDict>& option) {
   AVFormatContext* pFormat = NULL;
 
-  AVINPUT_FORMAT_CONST AVInputFormat* pInput =
-      device.empty() ? NULL : av_find_input_format(device.c_str());
+  AVINPUT_FORMAT_CONST AVInputFormat* pInput = [&]() -> AVInputFormat* {
+    if (device.has_value()) {
+      std::string device_str = device.value();
+      AVINPUT_FORMAT_CONST AVInputFormat* p =
+          av_find_input_format(device_str.c_str());
+      if (!p) {
+        std::ostringstream msg;
+        msg << "Unsupported device: \"" << device_str << "\"";
+        throw std::runtime_error(msg.str());
+      }
+      return p;
+    }
+    return nullptr;
+  }();
+
   AVDictionary* opt = get_option_dict(option);
   int ret = avformat_open_input(&pFormat, src.c_str(), pInput, &opt);
 
@@ -148,18 +162,18 @@ void AVCodecContextDeleter::operator()(AVCodecContext* p) {
 namespace {
 const AVCodec* get_decode_codec(
     enum AVCodecID codec_id,
-    const std::string& decoder_name) {
-  const AVCodec* pCodec = decoder_name.empty()
+    const c10::optional<std::string>& decoder_name) {
+  const AVCodec* pCodec = !decoder_name.has_value()
       ? avcodec_find_decoder(codec_id)
-      : avcodec_find_decoder_by_name(decoder_name.c_str());
+      : avcodec_find_decoder_by_name(decoder_name.value().c_str());
 
   if (!pCodec) {
     std::stringstream ss;
-    if (decoder_name.empty()) {
+    if (!decoder_name.has_value()) {
       ss << "Unsupported codec: \"" << avcodec_get_name(codec_id) << "\", ("
          << codec_id << ").";
     } else {
-      ss << "Unsupported codec: \"" << decoder_name << "\".";
+      ss << "Unsupported codec: \"" << decoder_name.value() << "\".";
     }
     throw std::runtime_error(ss.str());
   }
@@ -170,7 +184,7 @@ const AVCodec* get_decode_codec(
 
 AVCodecContextPtr get_decode_context(
     enum AVCodecID codec_id,
-    const std::string& decoder_name) {
+    const c10::optional<std::string>& decoder_name) {
   const AVCodec* pCodec = get_decode_codec(codec_id, decoder_name);
 
   AVCodecContext* pCodecContext = avcodec_alloc_context3(pCodec);
@@ -216,8 +230,8 @@ const AVCodecHWConfig* get_cuda_config(const AVCodec* pCodec) {
 void init_codec_context(
     AVCodecContext* pCodecContext,
     AVCodecParameters* pParams,
-    const std::string& decoder_name,
-    const std::map<std::string, std::string>& decoder_option,
+    const c10::optional<std::string>& decoder_name,
+    const c10::optional<OptionDict>& decoder_option,
     const torch::Device& device,
     AVBufferRefPtr& pHWBufferRef) {
   const AVCodec* pCodec = get_decode_codec(pParams->codec_id, decoder_name);
diff --git a/torchaudio/csrc/ffmpeg/ffmpeg.h b/torchaudio/csrc/ffmpeg/ffmpeg.h
index 9f6b61077b7..1e77b0bc04f 100644
--- a/torchaudio/csrc/ffmpeg/ffmpeg.h
+++ b/torchaudio/csrc/ffmpeg/ffmpeg.h
@@ -23,6 +23,8 @@ extern "C" {
 namespace torchaudio {
 namespace ffmpeg {
 
+using OptionDict = c10::Dict<std::string, std::string>;
+
 // Replacement of av_err2str, which causes
 // `error: taking address of temporary array`
 // https://github.com/joncampbell123/composite-video-simulator/issues/5
@@ -71,8 +73,8 @@ struct AVFormatContextPtr
 // create format context for reading media
 AVFormatContextPtr get_input_format_context(
     const std::string& src,
-    const std::string& device,
-    const std::map<std::string, std::string>& option);
+    const c10::optional<std::string>& device,
+    const c10::optional<OptionDict>& option);
 
 ////////////////////////////////////////////////////////////////////////////////
 // AVPacket
@@ -141,14 +143,14 @@ struct AVCodecContextPtr
 // Allocate codec context from either decoder name or ID
 AVCodecContextPtr get_decode_context(
     enum AVCodecID codec_id,
-    const std::string& decoder);
+    const c10::optional<std::string>& decoder);
 
 // Initialize codec context with the parameters
 void init_codec_context(
     AVCodecContext* pCodecContext,
     AVCodecParameters* pParams,
-    const std::string& decoder_name,
-    const std::map<std::string, std::string>& decoder_option,
+    const c10::optional<std::string>& decoder_name,
+    const c10::optional<OptionDict>& decoder_option,
     const torch::Device& device,
     AVBufferRefPtr& pHWBufferRef);
 
diff --git a/torchaudio/csrc/ffmpeg/filter_graph.cpp b/torchaudio/csrc/ffmpeg/filter_graph.cpp
index 5ec59f6d5ab..453cd907639 100644
--- a/torchaudio/csrc/ffmpeg/filter_graph.cpp
+++ b/torchaudio/csrc/ffmpeg/filter_graph.cpp
@@ -7,10 +7,11 @@ namespace ffmpeg {
 FilterGraph::FilterGraph(
     AVRational time_base,
     AVCodecParameters* codecpar,
-    std::string filter_description)
+    const c10::optional<std::string>& filter_description)
     : input_time_base(time_base),
       codecpar(codecpar),
-      filter_description(std::move(filter_description)),
+      filter_description(filter_description.value_or(
+          codecpar->codec_type == AVMEDIA_TYPE_AUDIO ? "anull" : "null")),
       media_type(codecpar->codec_type) {
   init();
 }
@@ -49,10 +50,10 @@ std::string get_video_src_args(
   std::snprintf(
       args,
       sizeof(args),
-      "video_size=%dx%d:pix_fmt=%d:time_base=%d/%d:pixel_aspect=%d/%d",
+      "video_size=%dx%d:pix_fmt=%s:time_base=%d/%d:pixel_aspect=%d/%d",
       codecpar->width,
       codecpar->height,
-      static_cast<AVPixelFormat>(codecpar->format),
+      av_get_pix_fmt_name(static_cast<AVPixelFormat>(codecpar->format)),
       time_base.num,
       time_base.den,
       codecpar->sample_aspect_ratio.num,
@@ -165,16 +166,12 @@ void FilterGraph::add_process() {
   // If you are debugging this part of the code, you might get confused.
   InOuts in{"in", buffersrc_ctx}, out{"out", buffersink_ctx};
 
-  std::string desc = filter_description.empty()
-      ? (media_type == AVMEDIA_TYPE_AUDIO) ? "anull" : "null"
-      : filter_description;
-
-  int ret =
-      avfilter_graph_parse_ptr(pFilterGraph, desc.c_str(), out, in, nullptr);
+  int ret = avfilter_graph_parse_ptr(
+      pFilterGraph, filter_description.c_str(), out, in, nullptr);
 
   if (ret < 0) {
     throw std::runtime_error(
-        "Failed to create the filter from \"" + desc + "\" (" +
+        "Failed to create the filter from \"" + filter_description + "\" (" +
         av_err2string(ret) + ".)");
   }
 }
diff --git a/torchaudio/csrc/ffmpeg/filter_graph.h b/torchaudio/csrc/ffmpeg/filter_graph.h
index 6202bd7371e..081ee7a9c7a 100644
--- a/torchaudio/csrc/ffmpeg/filter_graph.h
+++ b/torchaudio/csrc/ffmpeg/filter_graph.h
@@ -24,7 +24,7 @@ class FilterGraph {
   FilterGraph(
       AVRational time_base,
       AVCodecParameters* codecpar,
-      std::string filter_desc);
+      const c10::optional<std::string>& filter_desc);
   // Custom destructor to release AVFilterGraph*
   ~FilterGraph() = default;
   // Non-copyable
diff --git a/torchaudio/csrc/ffmpeg/prototype.cpp b/torchaudio/csrc/ffmpeg/prototype.cpp
index 661e904692b..22fddd0992e 100644
--- a/torchaudio/csrc/ffmpeg/prototype.cpp
+++ b/torchaudio/csrc/ffmpeg/prototype.cpp
@@ -1,5 +1,5 @@
 #include <torch/script.h>
-#include <torchaudio/csrc/ffmpeg/streamer.h>
+#include <torchaudio/csrc/ffmpeg/stream_reader_wrapper.h>
 #include <stdexcept>
 
 namespace torchaudio {
@@ -7,357 +7,27 @@ namespace ffmpeg {
 
 namespace {
 
-using OptionDict = c10::Dict<std::string, std::string>;
-
-std::map<std::string, std::string> convert_dict(
-    const c10::optional<OptionDict>& option) {
-  std::map<std::string, std::string> opts;
-  if (option) {
-    for (auto& it : option.value()) {
-      opts[it.key()] = it.value();
-    }
-  }
-  return opts;
-}
-
-struct StreamerHolder : torch::CustomClassHolder {
-  Streamer s;
-  StreamerHolder(
-      const std::string& src,
-      const c10::optional<std::string>& device,
-      const c10::optional<OptionDict>& option)
-      : s(src, device.value_or(""), convert_dict(option)) {}
-};
-
-using S = c10::intrusive_ptr<StreamerHolder>;
-
-S init(
+c10::intrusive_ptr<StreamReaderBinding> init(
     const std::string& src,
     const c10::optional<std::string>& device,
     const c10::optional<OptionDict>& option) {
-  return c10::make_intrusive<StreamerHolder>(src, device, option);
-}
-
-using SrcInfo = std::tuple<
-    std::string, // media_type
-    std::string, // codec name
-    std::string, // codec long name
-    std::string, // format name
-    int64_t, // bit_rate
-    // Audio
-    double, // sample_rate
-    int64_t, // num_channels
-    // Video
-    int64_t, // width
-    int64_t, // height
-    double // frame_rate
-    >;
-
-SrcInfo convert(SrcStreamInfo ssi) {
-  return SrcInfo(std::forward_as_tuple(
-      av_get_media_type_string(ssi.media_type),
-      ssi.codec_name,
-      ssi.codec_long_name,
-      ssi.fmt_name,
-      ssi.bit_rate,
-      ssi.sample_rate,
-      ssi.num_channels,
-      ssi.width,
-      ssi.height,
-      ssi.frame_rate));
-}
-
-SrcInfo get_src_stream_info(S s, int64_t i) {
-  return convert(s->s.get_src_stream_info(i));
-}
-
-using OutInfo = std::tuple<
-    int64_t, // source index
-    std::string // filter description
-    >;
-
-OutInfo convert(OutputStreamInfo osi) {
-  return OutInfo(
-      std::forward_as_tuple(osi.source_index, osi.filter_description));
-}
-
-OutInfo get_out_stream_info(S s, int64_t i) {
-  return convert(s->s.get_out_stream_info(i));
-}
-
-int64_t num_src_streams(S s) {
-  return s->s.num_src_streams();
-}
-
-int64_t num_out_streams(S s) {
-  return s->s.num_out_streams();
-}
-
-int64_t find_best_audio_stream(S s) {
-  return s->s.find_best_audio_stream();
-}
-
-int64_t find_best_video_stream(S s) {
-  return s->s.find_best_video_stream();
-}
-
-void seek(S s, double timestamp) {
-  s->s.seek(timestamp);
-}
-
-template <typename... Args>
-std::string string_format(const std::string& format, Args... args) {
-  char buffer[512];
-  std::snprintf(buffer, sizeof(buffer), format.c_str(), args...);
-  return std::string(buffer);
-}
-
-std::string join(
-    const std::vector<std::string>& components,
-    const std::string& delim) {
-  std::ostringstream s;
-  for (int i = 0; i < components.size(); ++i) {
-    if (i)
-      s << delim;
-    s << components[i];
-  }
-  return s.str();
-}
-std::string get_afilter_desc(
-    const c10::optional<int64_t>& sample_rate,
-    const c10::optional<c10::ScalarType>& dtype) {
-  std::vector<std::string> components;
-  if (sample_rate) {
-    // TODO: test float sample rate
-    components.emplace_back(
-        string_format("aresample=%d", static_cast<int>(sample_rate.value())));
-  }
-  if (dtype) {
-    AVSampleFormat fmt = [&]() {
-      switch (dtype.value()) {
-        case c10::ScalarType::Byte:
-          return AV_SAMPLE_FMT_U8P;
-        case c10::ScalarType::Short:
-          return AV_SAMPLE_FMT_S16P;
-        case c10::ScalarType::Int:
-          return AV_SAMPLE_FMT_S32P;
-        case c10::ScalarType::Long:
-          return AV_SAMPLE_FMT_S64P;
-        case c10::ScalarType::Float:
-          return AV_SAMPLE_FMT_FLTP;
-        case c10::ScalarType::Double:
-          return AV_SAMPLE_FMT_DBLP;
-        default:
-          throw std::runtime_error("Unexpected dtype.");
-      }
-    }();
-    components.emplace_back(
-        string_format("aformat=sample_fmts=%s", av_get_sample_fmt_name(fmt)));
-  }
-  return join(components, ",");
-}
-std::string get_vfilter_desc(
-    const c10::optional<double>& frame_rate,
-    const c10::optional<int64_t>& width,
-    const c10::optional<int64_t>& height,
-    const c10::optional<std::string>& format) {
-  // TODO:
-  // - Add `flags` for different scale algorithm
-  //   https://ffmpeg.org/ffmpeg-filters.html#scale
-  // - Consider `framerate` as well
-  //   https://ffmpeg.org/ffmpeg-filters.html#framerate
-
-  // - scale
-  //   https://ffmpeg.org/ffmpeg-filters.html#scale-1
-  //   https://ffmpeg.org/ffmpeg-scaler.html#toc-Scaler-Options
-  // - framerate
-  //   https://ffmpeg.org/ffmpeg-filters.html#framerate
-
-  // TODO:
-  // - format
-  //   https://ffmpeg.org/ffmpeg-filters.html#toc-format-1
-  // - fps
-  //   https://ffmpeg.org/ffmpeg-filters.html#fps-1
-  std::vector<std::string> components;
-  if (frame_rate)
-    components.emplace_back(string_format("fps=%lf", frame_rate.value()));
-
-  std::vector<std::string> scale_components;
-  if (width)
-    scale_components.emplace_back(string_format("width=%d", width.value()));
-  if (height)
-    scale_components.emplace_back(string_format("height=%d", height.value()));
-  if (scale_components.size())
-    components.emplace_back(
-        string_format("scale=%s", join(scale_components, ":").c_str()));
-  if (format) {
-    // TODO:
-    // Check other useful formats
-    // https://pillow.readthedocs.io/en/stable/handbook/concepts.html#modes
-    AVPixelFormat fmt = [&]() {
-      const std::map<const std::string, enum AVPixelFormat> valid_choices {
-        {"RGB", AV_PIX_FMT_RGB24},
-        {"BGR", AV_PIX_FMT_BGR24},
-        {"YUV", AV_PIX_FMT_YUV420P},
-        {"GRAY", AV_PIX_FMT_GRAY8},
-      };
-
-      const std::string val = format.value();
-      if (valid_choices.find(val) == valid_choices.end()) {
-        std::stringstream ss;
-        ss << "Unexpected output video format: \"" << val << "\"."
-           << "Valid choices are; ";
-        int i = 0;
-        for (const auto& p : valid_choices) {
-          if (i == 0) {
-            ss << "\"" << p.first << "\"";
-          } else {
-            ss << ", \"" << p.first << "\"";
-          }
-        }
-        throw std::runtime_error(ss.str());
-      }
-      return valid_choices.at(val);
-    }();
-    components.emplace_back(
-        string_format("format=pix_fmts=%s", av_get_pix_fmt_name(fmt)));
-  }
-  return join(components, ",");
-};
-
-void add_basic_audio_stream(
-    S s,
-    int64_t i,
-    int64_t frames_per_chunk,
-    int64_t num_chunks,
-    const c10::optional<int64_t>& sample_rate,
-    const c10::optional<c10::ScalarType>& dtype) {
-  std::string filter_desc = get_afilter_desc(sample_rate, dtype);
-  s->s.add_audio_stream(i, frames_per_chunk, num_chunks, filter_desc, "", {});
-}
-
-void add_basic_video_stream(
-    S s,
-    int64_t i,
-    int64_t frames_per_chunk,
-    int64_t num_chunks,
-    const c10::optional<double>& frame_rate,
-    const c10::optional<int64_t>& width,
-    const c10::optional<int64_t>& height,
-    const c10::optional<std::string>& format) {
-  std::string filter_desc = get_vfilter_desc(frame_rate, width, height, format);
-  s->s.add_video_stream(
-      static_cast<int>(i),
-      static_cast<int>(frames_per_chunk),
-      static_cast<int>(num_chunks),
-      std::move(filter_desc),
-      "",
-      {},
-      torch::Device(c10::DeviceType::CPU));
-}
-
-void add_audio_stream(
-    S s,
-    int64_t i,
-    int64_t frames_per_chunk,
-    int64_t num_chunks,
-    const c10::optional<std::string>& filter_desc,
-    const c10::optional<std::string>& decoder,
-    const c10::optional<OptionDict>& decoder_options) {
-  s->s.add_audio_stream(
-      i,
-      frames_per_chunk,
-      num_chunks,
-      filter_desc.value_or(""),
-      decoder.value_or(""),
-      convert_dict(decoder_options));
-}
-
-void add_video_stream(
-    S s,
-    int64_t i,
-    int64_t frames_per_chunk,
-    int64_t num_chunks,
-    const c10::optional<std::string>& filter_desc,
-    const c10::optional<std::string>& decoder,
-    const c10::optional<OptionDict>& decoder_options,
-    const c10::optional<std::string>& hw_accel) {
-  const torch::Device device = [&]() {
-    if (!hw_accel) {
-      return torch::Device{c10::DeviceType::CPU};
-    }
-#ifdef USE_CUDA
-    torch::Device d{hw_accel.value()};
-    if (d.type() != c10::DeviceType::CUDA) {
-      std::stringstream ss;
-      ss << "Only CUDA is supported for hardware acceleration. Found: "
-         << device.str();
-      throw std::runtime_error(ss.str());
-    }
-    return d;
-#else
-    throw std::runtime_error(
-        "torchaudio is not compiled with CUDA support. Hardware acceleration is not available.");
-#endif
-  }();
-
-  s->s.add_video_stream(
-      i,
-      frames_per_chunk,
-      num_chunks,
-      filter_desc.value_or(""),
-      decoder.value_or(""),
-      convert_dict(decoder_options),
-      device);
-}
-
-void remove_stream(S s, int64_t i) {
-  s->s.remove_stream(i);
-}
-
-int64_t process_packet(
-    Streamer& s,
-    const c10::optional<double>& timeout = c10::optional<double>(),
-    const double backoff = 10.) {
-  int64_t code = [&]() {
-    if (timeout.has_value()) {
-      return s.process_packet_block(timeout.value(), backoff);
-    }
-    return s.process_packet();
-  }();
-  if (code < 0) {
-    throw std::runtime_error(
-        "Failed to process a packet. (" + av_err2string(code) + "). ");
-  }
-  return code;
-}
-
-void process_all_packets(Streamer& s) {
-  int ret = 0;
-  do {
-    ret = process_packet(s);
-  } while (!ret);
-}
-
-bool is_buffer_ready(S s) {
-  return s->s.is_buffer_ready();
-}
-
-std::vector<c10::optional<torch::Tensor>> pop_chunks(S s) {
-  return s->s.pop_chunks();
+  return c10::make_intrusive<StreamReaderBinding>(
+      get_input_format_context(src, device, option));
 }
 
 std::tuple<c10::optional<torch::Tensor>, int64_t> load(const std::string& src) {
-  Streamer s{src, "", {}};
+  StreamReaderBinding s{get_input_format_context(src, {}, {})};
   int i = s.find_best_audio_stream();
-  auto sinfo = s.get_src_stream_info(i);
+  auto sinfo = s.Streamer::get_src_stream_info(i);
   int64_t sample_rate = static_cast<int64_t>(sinfo.sample_rate);
-  s.add_audio_stream(i, -1, -1, "", "", {});
-  process_all_packets(s);
+  s.add_audio_stream(i, -1, -1, {}, {}, {});
+  s.process_all_packets();
   auto tensors = s.pop_chunks();
   return std::make_tuple<>(tensors[0], sample_rate);
 }
 
+using S = const c10::intrusive_ptr<StreamReaderBinding>&;
+
 TORCH_LIBRARY_FRAGMENT(torchaudio, m) {
   m.def("torchaudio::ffmpeg_init", []() {
     avdevice_register_all();
@@ -365,38 +35,82 @@ TORCH_LIBRARY_FRAGMENT(torchaudio, m) {
       av_log_set_level(AV_LOG_ERROR);
   });
   m.def("torchaudio::ffmpeg_load", load);
-  m.class_<StreamerHolder>("ffmpeg_Streamer");
+  m.class_<StreamReaderBinding>("ffmpeg_Streamer");
   m.def("torchaudio::ffmpeg_streamer_init", init);
-  m.def("torchaudio::ffmpeg_streamer_num_src_streams", num_src_streams);
-  m.def("torchaudio::ffmpeg_streamer_num_out_streams", num_out_streams);
-  m.def("torchaudio::ffmpeg_streamer_get_src_stream_info", get_src_stream_info);
-  m.def("torchaudio::ffmpeg_streamer_get_out_stream_info", get_out_stream_info);
-  m.def(
-      "torchaudio::ffmpeg_streamer_find_best_audio_stream",
-      find_best_audio_stream);
-  m.def(
-      "torchaudio::ffmpeg_streamer_find_best_video_stream",
-      find_best_video_stream);
-  m.def("torchaudio::ffmpeg_streamer_seek", seek);
+  m.def("torchaudio::ffmpeg_streamer_num_src_streams", [](S s) {
+    return s->num_src_streams();
+  });
+  m.def("torchaudio::ffmpeg_streamer_num_out_streams", [](S s) {
+    return s->num_out_streams();
+  });
+  m.def("torchaudio::ffmpeg_streamer_get_src_stream_info", [](S s, int64_t i) {
+    return s->get_src_stream_info(i);
+  });
+  m.def("torchaudio::ffmpeg_streamer_get_out_stream_info", [](S s, int64_t i) {
+    return s->get_out_stream_info(i);
+  });
+  m.def("torchaudio::ffmpeg_streamer_find_best_audio_stream", [](S s) {
+    return s->find_best_audio_stream();
+  });
+  m.def("torchaudio::ffmpeg_streamer_find_best_video_stream", [](S s) {
+    return s->find_best_video_stream();
+  });
+  m.def("torchaudio::ffmpeg_streamer_seek", [](S s, double t) {
+    return s->seek(t);
+  });
   m.def(
-      "torchaudio::ffmpeg_streamer_add_basic_audio_stream",
-      add_basic_audio_stream);
+      "torchaudio::ffmpeg_streamer_add_audio_stream",
+      [](S s,
+         int64_t i,
+         int64_t frames_per_chunk,
+         int64_t num_chunks,
+         const c10::optional<std::string>& filter_desc,
+         const c10::optional<std::string>& decoder,
+         const c10::optional<OptionDict>& decoder_options) {
+        s->add_audio_stream(
+            i,
+            frames_per_chunk,
+            num_chunks,
+            filter_desc,
+            decoder,
+            decoder_options);
+      });
   m.def(
-      "torchaudio::ffmpeg_streamer_add_basic_video_stream",
-      add_basic_video_stream);
-  m.def("torchaudio::ffmpeg_streamer_add_audio_stream", add_audio_stream);
-  m.def("torchaudio::ffmpeg_streamer_add_video_stream", add_video_stream);
-  m.def("torchaudio::ffmpeg_streamer_remove_stream", remove_stream);
+      "torchaudio::ffmpeg_streamer_add_video_stream",
+      [](S s,
+         int64_t i,
+         int64_t frames_per_chunk,
+         int64_t num_chunks,
+         const c10::optional<std::string>& filter_desc,
+         const c10::optional<std::string>& decoder,
+         const c10::optional<OptionDict>& decoder_options,
+         const c10::optional<std::string>& hw_accel) {
+        s->add_video_stream(
+            i,
+            frames_per_chunk,
+            num_chunks,
+            filter_desc,
+            decoder,
+            decoder_options,
+            hw_accel);
+      });
+  m.def("torchaudio::ffmpeg_streamer_remove_stream", [](S s, int64_t i) {
+    s->remove_stream(i);
+  });
   m.def(
       "torchaudio::ffmpeg_streamer_process_packet",
-      [](S s, const c10::optional<double>& timeout, double backoff) {
-        return process_packet(s->s, timeout, backoff);
+      [](S s, const c10::optional<double>& timeout, const double backoff) {
+        return s->process_packet(timeout, backoff);
       });
   m.def("torchaudio::ffmpeg_streamer_process_all_packets", [](S s) {
-    return process_all_packets(s->s);
+    s->process_all_packets();
+  });
+  m.def("torchaudio::ffmpeg_streamer_is_buffer_ready", [](S s) {
+    return s->is_buffer_ready();
+  });
+  m.def("torchaudio::ffmpeg_streamer_pop_chunks", [](S s) {
+    return s->pop_chunks();
   });
-  m.def("torchaudio::ffmpeg_streamer_is_buffer_ready", is_buffer_ready);
-  m.def("torchaudio::ffmpeg_streamer_pop_chunks", pop_chunks);
 }
 
 } // namespace
diff --git a/torchaudio/csrc/ffmpeg/sink.cpp b/torchaudio/csrc/ffmpeg/sink.cpp
index ea35ffd7f32..4f7c35e277b 100644
--- a/torchaudio/csrc/ffmpeg/sink.cpp
+++ b/torchaudio/csrc/ffmpeg/sink.cpp
@@ -30,9 +30,9 @@ Sink::Sink(
     AVCodecParameters* codecpar,
     int frames_per_chunk,
     int num_chunks,
-    std::string filter_description,
+    const c10::optional<std::string>& filter_description,
     const torch::Device& device)
-    : filter(input_time_base, codecpar, std::move(filter_description)),
+    : filter(input_time_base, codecpar, filter_description),
       buffer(get_buffer(
           codecpar->codec_type,
           frames_per_chunk,
diff --git a/torchaudio/csrc/ffmpeg/sink.h b/torchaudio/csrc/ffmpeg/sink.h
index 77e582afc72..b329b20b87c 100644
--- a/torchaudio/csrc/ffmpeg/sink.h
+++ b/torchaudio/csrc/ffmpeg/sink.h
@@ -18,7 +18,7 @@ class Sink {
       AVCodecParameters* codecpar,
       int frames_per_chunk,
       int num_chunks,
-      std::string filter_description,
+      const c10::optional<std::string>& filter_description,
       const torch::Device& device);
 
   int process_frame(AVFrame* frame);
diff --git a/torchaudio/csrc/ffmpeg/stream_processor.cpp b/torchaudio/csrc/ffmpeg/stream_processor.cpp
index ca1a3b85233..f5c7d904d90 100644
--- a/torchaudio/csrc/ffmpeg/stream_processor.cpp
+++ b/torchaudio/csrc/ffmpeg/stream_processor.cpp
@@ -8,8 +8,8 @@ using KeyType = StreamProcessor::KeyType;
 
 StreamProcessor::StreamProcessor(
     AVCodecParameters* codecpar,
-    const std::string& decoder_name,
-    const std::map<std::string, std::string>& decoder_option,
+    const c10::optional<std::string>& decoder_name,
+    const c10::optional<OptionDict>& decoder_option,
     const torch::Device& device)
     : decoder(codecpar, decoder_name, decoder_option, device) {}
 
@@ -21,7 +21,7 @@ KeyType StreamProcessor::add_stream(
     AVCodecParameters* codecpar,
     int frames_per_chunk,
     int num_chunks,
-    std::string filter_description,
+    const c10::optional<std::string>& filter_description,
     const torch::Device& device) {
   switch (codecpar->codec_type) {
     case AVMEDIA_TYPE_AUDIO:
@@ -39,7 +39,7 @@ KeyType StreamProcessor::add_stream(
           codecpar,
           frames_per_chunk,
           num_chunks,
-          std::move(filter_description),
+          filter_description,
           device));
   decoder_time_base = av_q2d(input_time_base);
   return key;
diff --git a/torchaudio/csrc/ffmpeg/stream_processor.h b/torchaudio/csrc/ffmpeg/stream_processor.h
index 5f555d875f1..c710696bbdd 100644
--- a/torchaudio/csrc/ffmpeg/stream_processor.h
+++ b/torchaudio/csrc/ffmpeg/stream_processor.h
@@ -27,8 +27,8 @@ class StreamProcessor {
  public:
   StreamProcessor(
       AVCodecParameters* codecpar,
-      const std::string& decoder_name,
-      const std::map<std::string, std::string>& decoder_option,
+      const c10::optional<std::string>& decoder_name,
+      const c10::optional<OptionDict>& decoder_option,
       const torch::Device& device);
   ~StreamProcessor() = default;
   // Non-copyable
@@ -52,7 +52,7 @@ class StreamProcessor {
       AVCodecParameters* codecpar,
       int frames_per_chunk,
       int num_chunks,
-      std::string filter_description,
+      const c10::optional<std::string>& filter_description,
       const torch::Device& device);
 
   // 1. Remove the stream
diff --git a/torchaudio/csrc/ffmpeg/stream_reader_wrapper.cpp b/torchaudio/csrc/ffmpeg/stream_reader_wrapper.cpp
new file mode 100644
index 00000000000..4b3bd4d2b76
--- /dev/null
+++ b/torchaudio/csrc/ffmpeg/stream_reader_wrapper.cpp
@@ -0,0 +1,62 @@
+#include <torchaudio/csrc/ffmpeg/stream_reader_wrapper.h>
+
+namespace torchaudio {
+namespace ffmpeg {
+namespace {
+
+SrcInfo convert(SrcStreamInfo ssi) {
+  return SrcInfo(std::forward_as_tuple(
+      av_get_media_type_string(ssi.media_type),
+      ssi.codec_name,
+      ssi.codec_long_name,
+      ssi.fmt_name,
+      ssi.bit_rate,
+      ssi.sample_rate,
+      ssi.num_channels,
+      ssi.width,
+      ssi.height,
+      ssi.frame_rate));
+}
+
+OutInfo convert(OutputStreamInfo osi) {
+  return OutInfo(
+      std::forward_as_tuple(osi.source_index, osi.filter_description));
+}
+} // namespace
+
+StreamReaderBinding::StreamReaderBinding(AVFormatContextPtr&& p)
+    : Streamer(std::move(p)) {}
+
+SrcInfo StreamReaderBinding::get_src_stream_info(int64_t i) {
+  return convert(Streamer::get_src_stream_info(i));
+}
+
+OutInfo StreamReaderBinding::get_out_stream_info(int64_t i) {
+  return convert(Streamer::get_out_stream_info(i));
+}
+
+int64_t StreamReaderBinding::process_packet(
+    const c10::optional<double>& timeout,
+    const double backoff) {
+  int64_t code = [&]() {
+    if (timeout.has_value()) {
+      return Streamer::process_packet_block(timeout.value(), backoff);
+    }
+    return Streamer::process_packet();
+  }();
+  if (code < 0) {
+    throw std::runtime_error(
+        "Failed to process a packet. (" + av_err2string(code) + "). ");
+  }
+  return code;
+}
+
+void StreamReaderBinding::process_all_packets() {
+  int ret = 0;
+  do {
+    ret = process_packet();
+  } while (!ret);
+}
+
+} // namespace ffmpeg
+} // namespace torchaudio
diff --git a/torchaudio/csrc/ffmpeg/stream_reader_wrapper.h b/torchaudio/csrc/ffmpeg/stream_reader_wrapper.h
new file mode 100644
index 00000000000..dbd6b75720f
--- /dev/null
+++ b/torchaudio/csrc/ffmpeg/stream_reader_wrapper.h
@@ -0,0 +1,45 @@
+#pragma once
+#include <torch/script.h>
+#include <torchaudio/csrc/ffmpeg/streamer.h>
+
+namespace torchaudio {
+namespace ffmpeg {
+
+using SrcInfo = std::tuple<
+    std::string, // media_type
+    std::string, // codec name
+    std::string, // codec long name
+    std::string, // format name
+    int64_t, // bit_rate
+    // Audio
+    double, // sample_rate
+    int64_t, // num_channels
+    // Video
+    int64_t, // width
+    int64_t, // height
+    double // frame_rate
+    >;
+
+using OutInfo = std::tuple<
+    int64_t, // source index
+    std::string // filter description
+    >;
+
+using OptionDict = c10::Dict<std::string, std::string>;
+
+// Structure to implement wrapper API around Streamer, which is more suitable
+// for Binding the code (i.e. it receives/returns pritimitves)
+struct StreamReaderBinding : public Streamer, public torch::CustomClassHolder {
+  StreamReaderBinding(AVFormatContextPtr&& p);
+  SrcInfo get_src_stream_info(int64_t i);
+  OutInfo get_out_stream_info(int64_t i);
+
+  int64_t process_packet(
+      const c10::optional<double>& timeout = c10::optional<double>(),
+      const double backoff = 10.);
+
+  void process_all_packets();
+};
+
+} // namespace ffmpeg
+} // namespace torchaudio
diff --git a/torchaudio/csrc/ffmpeg/streamer.cpp b/torchaudio/csrc/ffmpeg/streamer.cpp
index 77d36170e09..59fd946dc83 100644
--- a/torchaudio/csrc/ffmpeg/streamer.cpp
+++ b/torchaudio/csrc/ffmpeg/streamer.cpp
@@ -42,11 +42,7 @@ void Streamer::validate_src_stream_type(int i, AVMediaType type) {
 //////////////////////////////////////////////////////////////////////////////
 // Initialization / resource allocations
 //////////////////////////////////////////////////////////////////////////////
-Streamer::Streamer(
-    const std::string& src,
-    const std::string& device,
-    const std::map<std::string, std::string>& option)
-    : pFormatContext(get_input_format_context(src, device, option)) {
+Streamer::Streamer(AVFormatContextPtr&& p) : pFormatContext(std::move(p)) {
   if (avformat_find_stream_info(pFormatContext, nullptr) < 0) {
     throw std::runtime_error("Failed to find stream information.");
   }
@@ -67,7 +63,7 @@ Streamer::Streamer(
 ////////////////////////////////////////////////////////////////////////////////
 // Query methods
 ////////////////////////////////////////////////////////////////////////////////
-int Streamer::num_src_streams() const {
+int64_t Streamer::num_src_streams() const {
   return pFormatContext->nb_streams;
 }
 
@@ -103,7 +99,7 @@ SrcStreamInfo Streamer::get_src_stream_info(int i) const {
   return ret;
 }
 
-int Streamer::num_out_streams() const {
+int64_t Streamer::num_out_streams() const {
   return stream_indices.size();
 }
 
@@ -117,12 +113,12 @@ OutputStreamInfo Streamer::get_out_stream_info(int i) const {
   return ret;
 }
 
-int Streamer::find_best_audio_stream() const {
+int64_t Streamer::find_best_audio_stream() const {
   return av_find_best_stream(
       pFormatContext, AVMEDIA_TYPE_AUDIO, -1, -1, NULL, 0);
 }
 
-int Streamer::find_best_video_stream() const {
+int64_t Streamer::find_best_video_stream() const {
   return av_find_best_stream(
       pFormatContext, AVMEDIA_TYPE_VIDEO, -1, -1, NULL, 0);
 }
@@ -157,37 +153,56 @@ void Streamer::seek(double timestamp) {
 }
 
 void Streamer::add_audio_stream(
-    int i,
-    int frames_per_chunk,
-    int num_chunks,
-    std::string filter_desc,
-    const std::string& decoder,
-    const std::map<std::string, std::string>& decoder_option) {
+    int64_t i,
+    int64_t frames_per_chunk,
+    int64_t num_chunks,
+    const c10::optional<std::string>& filter_desc,
+    const c10::optional<std::string>& decoder,
+    const c10::optional<OptionDict>& decoder_option) {
   add_stream(
       i,
       AVMEDIA_TYPE_AUDIO,
       frames_per_chunk,
       num_chunks,
-      std::move(filter_desc),
+      filter_desc,
       decoder,
       decoder_option,
       torch::Device(torch::DeviceType::CPU));
 }
 
 void Streamer::add_video_stream(
-    int i,
-    int frames_per_chunk,
-    int num_chunks,
-    std::string filter_desc,
-    const std::string& decoder,
-    const std::map<std::string, std::string>& decoder_option,
-    const torch::Device& device) {
+    int64_t i,
+    int64_t frames_per_chunk,
+    int64_t num_chunks,
+    const c10::optional<std::string>& filter_desc,
+    const c10::optional<std::string>& decoder,
+    const c10::optional<OptionDict>& decoder_option,
+    const c10::optional<std::string>& hw_accel) {
+  const torch::Device device = [&]() {
+    if (!hw_accel) {
+      return torch::Device{c10::DeviceType::CPU};
+    }
+#ifdef USE_CUDA
+    torch::Device d{hw_accel.value()};
+    if (d.type() != c10::DeviceType::CUDA) {
+      std::stringstream ss;
+      ss << "Only CUDA is supported for hardware acceleration. Found: "
+         << device.str();
+      throw std::runtime_error(ss.str());
+    }
+    return d;
+#else
+    throw std::runtime_error(
+        "torchaudio is not compiled with CUDA support. Hardware acceleration is not available.");
+#endif
+  }();
+
   add_stream(
       i,
       AVMEDIA_TYPE_VIDEO,
       frames_per_chunk,
       num_chunks,
-      std::move(filter_desc),
+      filter_desc,
       decoder,
       decoder_option,
       device);
@@ -198,9 +213,9 @@ void Streamer::add_stream(
     AVMediaType media_type,
     int frames_per_chunk,
     int num_chunks,
-    std::string filter_desc,
-    const std::string& decoder,
-    const std::map<std::string, std::string>& decoder_option,
+    const c10::optional<std::string>& filter_desc,
+    const c10::optional<std::string>& decoder,
+    const c10::optional<OptionDict>& decoder_option,
     const torch::Device& device) {
   validate_src_stream_type(i, media_type);
 
@@ -214,12 +229,12 @@ void Streamer::add_stream(
       stream->codecpar,
       frames_per_chunk,
       num_chunks,
-      std::move(filter_desc),
+      filter_desc,
       device);
   stream_indices.push_back(std::make_pair<>(i, key));
 }
 
-void Streamer::remove_stream(int i) {
+void Streamer::remove_stream(int64_t i) {
   validate_output_stream_index(i);
   auto it = stream_indices.begin() + i;
   int iP = it->first;
diff --git a/torchaudio/csrc/ffmpeg/streamer.h b/torchaudio/csrc/ffmpeg/streamer.h
index 8e47c5463e4..939ebf34112 100644
--- a/torchaudio/csrc/ffmpeg/streamer.h
+++ b/torchaudio/csrc/ffmpeg/streamer.h
@@ -19,11 +19,7 @@ class Streamer {
   std::vector<std::pair<int, int>> stream_indices;
 
  public:
-  // Open the input and allocate the resource
-  Streamer(
-      const std::string& src,
-      const std::string& device,
-      const std::map<std::string, std::string>& option);
+  explicit Streamer(AVFormatContextPtr&& p);
   ~Streamer() = default;
   // Non-copyable
   Streamer(const Streamer&) = delete;
@@ -46,13 +42,13 @@ class Streamer {
   //////////////////////////////////////////////////////////////////////////////
  public:
   // Find a suitable audio/video streams using heuristics from ffmpeg
-  int find_best_audio_stream() const;
-  int find_best_video_stream() const;
+  int64_t find_best_audio_stream() const;
+  int64_t find_best_video_stream() const;
   // Fetch information about source streams
-  int num_src_streams() const;
+  int64_t num_src_streams() const;
   SrcStreamInfo get_src_stream_info(int i) const;
   // Fetch information about output streams
-  int num_out_streams() const;
+  int64_t num_out_streams() const;
   OutputStreamInfo get_out_stream_info(int i) const;
   // Check if all the buffers of the output streams are ready.
   bool is_buffer_ready() const;
@@ -63,21 +59,21 @@ class Streamer {
   void seek(double timestamp);
 
   void add_audio_stream(
-      int i,
-      int frames_per_chunk,
-      int num_chunks,
-      std::string filter_desc,
-      const std::string& decoder,
-      const std::map<std::string, std::string>& decoder_option);
+      int64_t i,
+      int64_t frames_per_chunk,
+      int64_t num_chunks,
+      const c10::optional<std::string>& filter_desc,
+      const c10::optional<std::string>& decoder,
+      const c10::optional<OptionDict>& decoder_option);
   void add_video_stream(
-      int i,
-      int frames_per_chunk,
-      int num_chunks,
-      std::string filter_desc,
-      const std::string& decoder,
-      const std::map<std::string, std::string>& decoder_option,
-      const torch::Device& device);
-  void remove_stream(int i);
+      int64_t i,
+      int64_t frames_per_chunk,
+      int64_t num_chunks,
+      const c10::optional<std::string>& filter_desc,
+      const c10::optional<std::string>& decoder,
+      const c10::optional<OptionDict>& decoder_option,
+      const c10::optional<std::string>& hw_accel);
+  void remove_stream(int64_t i);
 
  private:
   void add_stream(
@@ -85,9 +81,9 @@ class Streamer {
       AVMediaType media_type,
       int frames_per_chunk,
       int num_chunks,
-      std::string filter_desc,
-      const std::string& decoder,
-      const std::map<std::string, std::string>& decoder_option,
+      const c10::optional<std::string>& filter_desc,
+      const c10::optional<std::string>& decoder,
+      const c10::optional<OptionDict>& decoder_option,
       const torch::Device& device);
 
  public:
diff --git a/torchaudio/io/_stream_reader.py b/torchaudio/io/_stream_reader.py
index 927fd8dcdae..942492979eb 100644
--- a/torchaudio/io/_stream_reader.py
+++ b/torchaudio/io/_stream_reader.py
@@ -154,6 +154,51 @@ def _parse_oi(i):
     return StreamReaderOutputStream(i[0], i[1])
 
 
+def _get_afilter_desc(
+        sample_rate: Optional[int],
+        dtype: torch.dtype):
+    descs = []
+    if sample_rate is not None:
+        descs.append(f"aresample={sample_rate}")
+    if dtype is not None:
+        fmt = {
+            torch.uint8: "u8p",
+            torch.int16: "s16p",
+            torch.int32: "s32p",
+            torch.long: "s64p",
+            torch.float32: "fltp",
+            torch.float64: "dblp",
+        }[dtype]
+        descs.append(f"aformat=sample_fmts={fmt}")
+    return ",".join(descs) if descs else None
+
+
+def _get_vfilter_desc(
+        frame_rate: Optional[float],
+        width: Optional[int],
+        height: Optional[int],
+        format: Optional[str]):
+    descs = []
+    if frame_rate is not None:
+        descs.append(f"fps={frame_rate}")
+    scales = []
+    if width is not None:
+        scales.append(f"width={width}")
+    if height is not None:
+        scales.append(f"height={height}")
+    if scales:
+        descs.append(f"scale={':'.join(scales)}")
+    if format is not None:
+        fmt = {
+            "RGB": "rgb24",
+            "BGR": "bgr24",
+            "YUV": "yuv420p",
+            "GRAY": "gray",
+        }[format]
+        descs.append(f"format=pix_fmts={fmt}")
+    return ",".join(descs) if descs else None
+
+
 class StreamReader:
     """Fetch and decode audio/video streams chunk by chunk.
 
@@ -297,8 +342,14 @@ def add_basic_audio_stream(
                 `[-1, 1]`.
         """
         i = self.default_audio_stream if stream_index is None else stream_index
-        torch.ops.torchaudio.ffmpeg_streamer_add_basic_audio_stream(
-            self._s, i, frames_per_chunk, buffer_chunk_size, sample_rate, dtype
+        torch.ops.torchaudio.ffmpeg_streamer_add_audio_stream(
+            self._s,
+            i,
+            frames_per_chunk,
+            buffer_chunk_size,
+            _get_afilter_desc(sample_rate, dtype),
+            None,
+            None,
         )
 
     def add_basic_video_stream(
@@ -338,15 +389,15 @@ def add_basic_video_stream(
                 - `GRAY`: 8 bits * 1 channels
         """
         i = self.default_video_stream if stream_index is None else stream_index
-        torch.ops.torchaudio.ffmpeg_streamer_add_basic_video_stream(
+        torch.ops.torchaudio.ffmpeg_streamer_add_video_stream(
             self._s,
             i,
             frames_per_chunk,
             buffer_chunk_size,
-            frame_rate,
-            width,
-            height,
-            format,
+            _get_vfilter_desc(frame_rate, width, height, format),
+            None,
+            None,
+            None,
         )
 
     def add_audio_stream(