Files
ragflow/internal/entity/models/fishaudio.go
T

448 lines
12 KiB
Go
Raw Normal View History

Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
package models
import (
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
"bufio"
"bytes"
"encoding/base64"
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
"encoding/json"
"fmt"
"io"
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
"mime/multipart"
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
"net/http"
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
"os"
"path/filepath"
"strconv"
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
"strings"
"time"
)
// 208cc2d0e4594ca896a600c43c9497aa
type FishAudioModel struct {
BaseURL map[string]string
URLSuffix URLSuffix
httpClient *http.Client
}
func (f *FishAudioModel) ParseFile() {
//TODO implement me
panic("implement me")
}
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
func NewFishAudioModel(baseURL map[string]string, urlSuffix URLSuffix) *FishAudioModel {
return &FishAudioModel{
BaseURL: baseURL,
URLSuffix: urlSuffix,
httpClient: &http.Client{
Timeout: 120 * time.Second,
},
}
}
2026-05-12 16:10:32 +08:00
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
func (f *FishAudioModel) NewInstance(baseURL map[string]string) ModelDriver {
return &FishAudioModel{
BaseURL: baseURL,
URLSuffix: f.URLSuffix,
httpClient: &http.Client{
Timeout: 120 * time.Second,
},
}
}
func (f *FishAudioModel) Name() string {
return "fishaudio"
}
func (f *FishAudioModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
return nil, fmt.Errorf(f.Name() + " no such method")
}
func (f *FishAudioModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
return fmt.Errorf(f.Name() + " no such method")
}
func (f *FishAudioModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
return nil, fmt.Errorf("no such method")
}
func (f *FishAudioModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
return nil, fmt.Errorf("no such method")
}
// TranscribeAudio transcribe audio
func (f *FishAudioModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) {
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
return nil, fmt.Errorf("FishAudio API key is missing")
}
if file == nil || *file == "" {
return nil, fmt.Errorf("file is missing")
}
region := "default"
if apiConfig.Region != nil && *apiConfig.Region != "" {
region = *apiConfig.Region
}
url := fmt.Sprintf("%s/%s", f.BaseURL[region], f.URLSuffix.ASR)
var body bytes.Buffer
writer := multipart.NewWriter(&body)
// audio file
audioFile, err := os.Open(*file)
if err != nil {
return nil, fmt.Errorf("failed to open audio file: %w", err)
}
defer audioFile.Close()
part, err := writer.CreateFormFile("audio", filepath.Base(*file))
if err != nil {
return nil, fmt.Errorf("failed to create multipart file: %w", err)
}
if _, err = io.Copy(part, audioFile); err != nil {
return nil, fmt.Errorf("failed to copy audio data: %w", err)
}
// extra params
if asrConfig != nil && asrConfig.Params != nil {
for key, value := range asrConfig.Params {
var val string
switch v := value.(type) {
case string:
val = v
case bool:
val = strconv.FormatBool(v)
case int:
val = strconv.Itoa(v)
case float64:
val = strconv.FormatFloat(v, 'f', -1, 64)
default:
val = fmt.Sprintf("%v", v)
}
if err := writer.WriteField(key, val); err != nil {
return nil, fmt.Errorf("failed to write field %s: %w", key, err)
}
}
}
if err := writer.Close(); err != nil {
return nil, fmt.Errorf("failed to close multipart writer: %w", err)
}
// request
req, err := http.NewRequest("POST", url, &body)
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
req.Header.Set("Content-Type", writer.FormDataContentType())
resp, err := f.httpClient.Do(req)
if err != nil {
return nil, fmt.Errorf("failed to send request: %w", err)
}
defer resp.Body.Close()
respBody, err := io.ReadAll(resp.Body)
if err != nil {
return nil, fmt.Errorf("failed to read response body: %w", err)
}
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf(
"FishAudio ASR error: %s - %s",
resp.Status,
string(respBody),
)
}
// result
var result struct {
Text string `json:"text"`
}
if err := json.Unmarshal(respBody, &result); err != nil {
return nil, fmt.Errorf("failed to unmarshal response: %w", err)
}
return &ASRResponse{
Text: result.Text,
}, nil
}
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
func (f *FishAudioModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error {
return fmt.Errorf("%s, no such method", f.Name())
}
// AudioSpeech convert audio to text
func (f *FishAudioModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, asrConfig *TTSConfig) (*TTSResponse, error) {
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
return nil, fmt.Errorf("FishAudio API key is missing")
}
if audioContent == nil || *audioContent == "" {
return nil, fmt.Errorf("text content is missing")
}
var region = "default"
if apiConfig.Region != nil && *apiConfig.Region != "" {
region = *apiConfig.Region
}
url := fmt.Sprintf("%s/%s", f.BaseURL[region], f.URLSuffix.TTS)
reqBody := map[string]interface{}{
"text": *audioContent,
}
if asrConfig != nil && asrConfig.Params != nil {
for key, value := range asrConfig.Params {
reqBody[key] = value
}
}
if asrConfig != nil && asrConfig.Format != "" {
reqBody["format"] = asrConfig.Format
}
jsonData, err := json.Marshal(reqBody)
if err != nil {
return nil, fmt.Errorf("failed to marshal request: %w", err)
}
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
req.Header.Set("model", *modelName)
resp, err := f.httpClient.Do(req)
if err != nil {
return nil, fmt.Errorf("failed to send request: %w", err)
}
defer resp.Body.Close()
body, err := io.ReadAll(resp.Body)
if err != nil {
return nil, fmt.Errorf("failed to read response body: %w", err)
}
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("%s - %s", resp.Status, string(body))
}
return &TTSResponse{Audio: body}, nil
}
Go: implement TTS for fishaudio, openrouter and asr for fishaudio (#14926) ### What problem does this PR solve? This PR implement TTS for FishAudio and MiniMax provider and ASR for FishAudio **The following functionalities are now supported:** **FishAudio:** - [x] Text To Speech - [x] Stream Text To Speech - [x] Audio To Text **OpenRouter:** - [x] Text To Speech **Verified examples from the CLI:** ```plaintext **FishAudio** RAGFlow(user)> tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> stream tts with 's1@test@fishaudio' text 'He who desires but acts not, breeds pestilence.' play format 'wav' save './internal' param '{"reference_id": "90e65eaaf50e4470b8e6d43ee6afd7d5", "temperature": 0.7, "top_p": 0.7, "prosody": {"speed": 1, "volume": 0, "normalize_loudness": true}, "chunk_length": 300, "normalize": true, "sample_rate": 44100, "mp3_bitrate": 128, "latency": "normal", "max_new_tokens": 1024, "repetition_penalty": 1.2, "min_chunk_length": 50, "condition_on_previous_chunks": true, "early_stop_threshold": 1}' Saved to directory: /home/infiniflow/Documents/development/ragflow/internal/s1_output.wav SUCCESS RAGFlow(user)> asr with 'transcribe-1@test@fishaudio' audio './internal/test.wav' param '{"language": "en", "ignore_timestamps": true}' +----------------------------------------------------------------------------------------------------------------------+ | text | +----------------------------------------------------------------------------------------------------------------------+ | The examination and testimony of the experts enabled the commission to conclude that five shots may have been fired. | +----------------------------------------------------------------------------------------------------------------------+ ``` ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-14 18:58:00 +08:00
func (f *FishAudioModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, asrConfig *TTSConfig, sender func(*string, *string) error) error {
if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
return fmt.Errorf("FishAudio API key is missing")
}
if audioContent == nil || *audioContent == "" {
return fmt.Errorf("text content is missing")
}
var region = "default"
if apiConfig.Region != nil && *apiConfig.Region != "" {
region = *apiConfig.Region
}
url := fmt.Sprintf("%s/%s/%s", f.BaseURL[region], f.URLSuffix.TTS, "stream/with-timestamp")
reqBody := map[string]interface{}{
"text": *audioContent,
}
if asrConfig != nil && asrConfig.Params != nil {
for key, value := range asrConfig.Params {
reqBody[key] = value
}
}
if asrConfig != nil && asrConfig.Format != "" {
reqBody["format"] = asrConfig.Format
}
jsonData, err := json.Marshal(reqBody)
if err != nil {
return fmt.Errorf("failed to marshal request: %w", err)
}
// Build Request
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
return fmt.Errorf("failed to create request: %w", err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
req.Header.Set("model", *modelName)
resp, err := f.httpClient.Do(req)
if err != nil {
return fmt.Errorf("failed to send request: %w", err)
}
defer resp.Body.Close()
if resp.StatusCode != http.StatusOK {
buf := make([]byte, 1024)
n, _ := resp.Body.Read(buf)
return fmt.Errorf("FishAudio stream API error: %d - %s", resp.StatusCode, string(buf[:n]))
}
scanner := bufio.NewScanner(resp.Body)
scanner.Buffer(make([]byte, 64*1024), 8*1024*1024)
for scanner.Scan() {
line := scanner.Text()
if !strings.HasPrefix(line, "data: ") {
continue
}
dataStr := strings.TrimSpace(line[6:])
if dataStr == "" {
continue
}
var event struct {
AudioBase64 string `json:"audio_base64"`
}
if err := json.Unmarshal([]byte(dataStr), &event); err != nil {
continue
}
if event.AudioBase64 != "" {
audioBytes, err := base64.StdEncoding.DecodeString(event.AudioBase64)
if err == nil && len(audioBytes) > 0 {
chunk := string(audioBytes)
if errSend := sender(&chunk, nil); errSend != nil {
return errSend
}
}
}
}
if err := scanner.Err(); err != nil {
return fmt.Errorf("error reading FishAudio stream: %w", err)
}
return nil
}
// OCRFile OCR file
func (f *FishAudioModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRResponse, error) {
return nil, fmt.Errorf("%s, no such method", f.Name())
}
Go: implement provider: CoHere and FishAudio (#14790) ### What problem does this PR solve? This PR completes the Cohere provider integration (upgrading to the new Cohere V2 API) and enhances the Fish Audio provider in RAGFlow. **The following functionalities are now supported:** **Cohere:** - [x] Chat / Think Chat / Stream Chat / Stream Think Chat - [x] Embedding - [x] Rerank - [x] Model listing - [x] Provider connection checking - [ ] Balance **Fish Audio:** - [x] Model listing (`ListModels`) - [x] Balance (`Balance`) ----- **Verified examples from the CLI:** ```plaintext # Cohere RAGFlow(user)> think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: Okay, the user wrote "jumperwho". Let me try to figure out what they might be asking. First, I'll check if it's a misspelling. "Jumper" ...... Hmm. Since the query is unclear, the best approach is to ask the user to provide more context or correct any possible typos. Answer: It seems there might be a typo or missing context in your query "jumperwho." Could you clarify what you're referring to? For example: - Are you asking about a **jumper** (a type of sweater, a person who jumps, or a component in electronics)? - Is this related to a specific context, like a movie (e.g., the 2008 film *Jumper*) or a game? - Did you mean to ask about a person ("who") associated with jumping (e.g., a parachutist)? Let me know so I can provide a helpful response! 😊 Time: 6.710331 RAGFlow(user)> stream think chat with 'command-a-reasoning-08-2025@test3@cohere' message 'jumperwho' Thinking: , the user mentioned "jumperwho". Let me try to figure out what they're referring to. First, I'll check if it's a misspelling. "Jumper" could be a typo for "jumper" or maybe a username. Alternatively, it might be a combination of words like "jumper who",....... the best approach is to inform the user that I don't recognize the term and ask if they can provide more context or clarify what they mean by "jumperwho". That way, I can assist them better once I have more information. Answer: seems "jumperwho" isn't a widely recognized term, proper noun, or acronym in common usage. Could you provide more context or clarify what you mean by "jumperwho"? This will help me understand your question or request better! Time: 4.513596 RAGFlow(user)> embed text 'walkerwhat' 'jumperwho' with 'embed-v4.0@test3@cohere' dimension 16; +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | embedding | index | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ | [-0.016643638 -0.001957038 0.0055713872 0.009027058 0.05275187 -0.024542313 -0.044006906 0.024119169 0.0014192933 0.006558722 0.0019129605 -0.021016119 -0.026516981 -0.017489925 0.021298215 0.017772019 0.04569948 0.008886009 0.012059584 -0.0014721862 0.... | 0 | | [0.018778935 -0.0063459855 -0.0006839742 0.0046623563 0.0067668925 -0.018001877 -0.03963003 0.035744734 -0.014246088 -0.0020721585 -0.006313608 0.025124922 -0.010749322 0.01217393 -0.010231283 -0.025254432 0.021498645 -0.028880708 0.019167464 -0.0058279... | 1 | +------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------+ RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'rerank-v4.0-pro@test@cohere' top 3; +-------+-----------------+ | index | relevance_score | +-------+-----------------+ | 0 | 0.91744334 | | 1 | 0.7458429 | | 2 | 0.68729424 | +-------+-----------------+ RAGFlow(user)> list supported models from 'cohere' 'test' +-------------------------------------+ | model_name | +-------------------------------------+ | c4ai-aya-expanse-32b | | c4ai-aya-vision-32b | | cohere-transcribe-03-2026 | | command-a-03-2025 | | command-a-reasoning-08-2025 | | command-a-translate-08-2025 | | command-a-vision-07-2025 | | command-r-08-2024 | | command-r-plus-08-2024 | | command-r7b-12-2024 | | command-r7b-arabic-02-2025 | | embed-english-light-v3.0 | | embed-english-light-v3.0-image | | embed-english-v3.0 | | embed-english-v3.0-image | | embed-multilingual-light-v3.0 | | embed-multilingual-light-v3.0-image | | embed-multilingual-v3.0 | | embed-multilingual-v3.0-image | | embed-v4.0 | +-------------------------------------+ RAGFlow(user)> check instance 'test' from 'cohere' SUCCESS # FishAudio RAGFlow(user)> list supported models from 'fishaudio' 'test' +----------------------------------------+ | model_name | +----------------------------------------+ | Valentino Narración Biblica Fer | | Super Smash Bros. 4/Ultimate Announcer | | Farid Dieck | | عصام الشوالي | | ALEX_CHIKNA | | Energetic Male | | voz de locutor k | | يي | | ELITE | | Mortal Kombat | +----------------------------------------+ RAGFlow(user)> show balance from 'fishaudio' 'test' +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | _id | created_at | credit | has_free_credit | has_phone_sha256 | updated_at | user_id | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ | 82ffec12cf984d88a30ec504d7909812 | 2026-05-09T07:52:16.119000Z | 0 | | false | 2026-05-09T07:52:16.119000Z | 2578ab1126804d6eaa630552400d7ff3 | +----------------------------------+-----------------------------+--------+-----------------+------------------+-----------------------------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
2026-05-11 20:18:38 +08:00
func (f *FishAudioModel) ListModels(apiConfig *APIConfig) ([]string, error) {
var region = "default"
if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
region = *apiConfig.Region
}
url := fmt.Sprintf("%s/%s", f.BaseURL[region], f.URLSuffix.Models)
req, err := http.NewRequest("GET", url, nil)
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
if apiConfig != nil && apiConfig.ApiKey != nil && *apiConfig.ApiKey != "" {
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
} else {
return nil, fmt.Errorf("Fish Audio API key is missing")
}
resp, err := f.httpClient.Do(req)
if err != nil {
return nil, fmt.Errorf("failed to send request: %w", err)
}
defer resp.Body.Close()
body, err := io.ReadAll(resp.Body)
if err != nil {
return nil, fmt.Errorf("failed to read response body: %w", err)
}
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("Fish Audio API request failed with status %d: %s", resp.StatusCode, string(body))
}
var result struct {
Items []struct {
ID string `json:"_id"`
Title string `json:"title"`
} `json:"items"`
}
if err := json.Unmarshal(body, &result); err != nil {
return nil, fmt.Errorf("failed to parse response: %w", err)
}
models := make([]string, 0, len(result.Items))
for _, item := range result.Items {
models = append(models, item.Title)
}
return models, nil
}
func (f *FishAudioModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
var region = "default"
if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
region = *apiConfig.Region
}
baseURL := f.BaseURL[region]
if baseURL == "" {
baseURL = f.BaseURL["default"]
}
url := fmt.Sprintf("%s/wallet/self/api-credit", strings.TrimSuffix(baseURL, "/"))
req, err := http.NewRequest("GET", url, nil)
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
resp, err := f.httpClient.Do(req)
if err != nil {
return nil, fmt.Errorf("failed to send request: %w", err)
}
defer resp.Body.Close()
body, err := io.ReadAll(resp.Body)
if err != nil {
return nil, fmt.Errorf("failed to read response body: %w", err)
}
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("Fish Audio balance API error: status %d, body: %s", resp.StatusCode, string(body))
}
var result map[string]interface{}
if err := json.Unmarshal(body, &result); err != nil {
return nil, fmt.Errorf("failed to parse response: %w", err)
}
return result, nil
}
func (f *FishAudioModel) CheckConnection(apiConfig *APIConfig) error {
_, err := f.ListModels(apiConfig)
return err
}